tree
version=v2
num_class=1
num_tree_per_iteration=1
label_index=0
max_feature_idx=124
objective=regression
feature_names=all_correlation_best_percentile25_ratio all_correlation_best_percentile50_ratio all_correlation_best_percentile75_ratio all_correlation_kurtosis all_correlation_percentile5_percentile25_ratio all_correlation_skew all_correlation_stddev_best_ratio all_correlation_stddev_median_ratio all_loss_best_percentile25_ratio all_loss_best_percentile50_ratio all_loss_best_percentile75_ratio all_loss_kurtosis all_loss_percentile5_percentile25_ratio all_loss_skew all_loss_stddev_best_ratio all_loss_stddev_median_ratio log10_cardinality recent_10_correlation_best_percentile25_ratio recent_10_correlation_best_percentile50_ratio recent_10_correlation_best_percentile75_ratio recent_10_correlation_kurtosis recent_10_correlation_percentile5_percentile25_ratio recent_10_correlation_skew recent_10_correlation_stddev_best_ratio recent_10_correlation_stddev_median_ratio recent_10_loss_best_percentile25_ratio recent_10_loss_best_percentile50_ratio recent_10_loss_best_percentile75_ratio recent_10_loss_kurtosis recent_10_loss_percentile5_percentile25_ratio recent_10_loss_skew recent_10_loss_stddev_best_ratio recent_10_loss_stddev_median_ratio recent_15%_correlation_best_percentile25_ratio recent_15%_correlation_best_percentile50_ratio recent_15%_correlation_best_percentile75_ratio recent_15%_correlation_kurtosis recent_15%_correlation_percentile5_percentile25_ratio recent_15%_correlation_skew recent_15%_correlation_stddev_best_ratio recent_15%_correlation_stddev_median_ratio recent_15%_loss_best_percentile25_ratio recent_15%_loss_best_percentile50_ratio recent_15%_loss_best_percentile75_ratio recent_15%_loss_kurtosis recent_15%_loss_percentile5_percentile25_ratio recent_15%_loss_skew recent_15%_loss_stddev_best_ratio recent_15%_loss_stddev_median_ratio recent_25_correlation_best_percentile25_ratio recent_25_correlation_best_percentile50_ratio recent_25_correlation_best_percentile75_ratio recent_25_correlation_kurtosis recent_25_correlation_percentile5_percentile25_ratio recent_25_correlation_skew recent_25_correlation_stddev_best_ratio recent_25_correlation_stddev_median_ratio recent_25_loss_best_percentile25_ratio recent_25_loss_best_percentile50_ratio recent_25_loss_best_percentile75_ratio recent_25_loss_kurtosis recent_25_loss_percentile5_percentile25_ratio recent_25_loss_skew recent_25_loss_stddev_best_ratio recent_25_loss_stddev_median_ratio top_10%_correlation_best_percentile25_ratio top_10%_correlation_best_percentile50_ratio top_10%_correlation_best_percentile75_ratio top_10%_correlation_kurtosis top_10%_correlation_percentile5_percentile25_ratio top_10%_correlation_skew top_10%_correlation_stddev_best_ratio top_10%_correlation_stddev_median_ratio top_10%_loss_best_percentile25_ratio top_10%_loss_best_percentile50_ratio top_10%_loss_best_percentile75_ratio top_10%_loss_kurtosis top_10%_loss_percentile5_percentile25_ratio top_10%_loss_skew top_10%_loss_stddev_best_ratio top_10%_loss_stddev_median_ratio top_20%_correlation_best_percentile25_ratio top_20%_correlation_best_percentile50_ratio top_20%_correlation_best_percentile75_ratio top_20%_correlation_kurtosis top_20%_correlation_percentile5_percentile25_ratio top_20%_correlation_skew top_20%_correlation_stddev_best_ratio top_20%_correlation_stddev_median_ratio top_20%_loss_best_percentile25_ratio top_20%_loss_best_percentile50_ratio top_20%_loss_best_percentile75_ratio top_20%_loss_kurtosis top_20%_loss_percentile5_percentile25_ratio top_20%_loss_skew top_20%_loss_stddev_best_ratio top_20%_loss_stddev_median_ratio top_30%_correlation_best_percentile25_ratio top_30%_correlation_best_percentile50_ratio top_30%_correlation_best_percentile75_ratio top_30%_correlation_kurtosis top_30%_correlation_percentile5_percentile25_ratio top_30%_correlation_skew top_30%_correlation_stddev_best_ratio top_30%_correlation_stddev_median_ratio top_30%_loss_best_percentile25_ratio top_30%_loss_best_percentile50_ratio top_30%_loss_best_percentile75_ratio top_30%_loss_kurtosis top_30%_loss_percentile5_percentile25_ratio top_30%_loss_skew top_30%_loss_stddev_best_ratio top_30%_loss_stddev_median_ratio resultFilteringMode_age resultFilteringMode_loss_rank resultFilteringMode_none resultFilteringMode_random secondaryProbabilityMode_correlation secondaryProbabilityMode_fixed secondaryLockingMode_random secondaryLockingMode_top resultFilteringAgeMultiplier resultFilteringLossRankMultiplier resultFilteringRandomProbability secondaryTopLockingPercentile
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tree_sizes=2529 2631 2652 2654 2648 2673 2658 2629 2624 2628 2666 2637 2647 2658 2646 2637 2659 2662 2657 2633 2638 2649 2647 2635 2637 2654 2603 2620 2619 2638 2612 2652 2656 2626 2634 2653 2619 2626 2631 2596 2614 2617 2648 2610 2633 2633 2609 2620 2585 2620 2656 2638 2647 2643 2596 2631 2624 2625 2603 2610 2639 2581 2566 2612 2590 2550 2580 2550

Tree=0
num_leaves=31
num_cat=0
split_feature=117 119 71 76 10 35 7 44 34 67 12 22 5 68 3 7 81 55 35 114 124 30 38 103 42 10 0 39 41 6
split_gain=548.557 662.704 94.8799 35.006 41.9769 30.1833 15.6567 15.5077 14.2803 12.2861 11.6995 11.2881 10.3319 9.03892 8.89362 8.89942 8.83003 8.60701 8.26307 8.05292 8.03487 7.63243 7.40014 6.94512 6.92627 8.41593 8.81983 8.25135 7.59743 7.48427
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -13.094499999999998 -2.6357499999999994 -0.25613499999999995 -1.5359499999999999 -2.6968499999999995 -0.41575499999999993 9.4123500000000018 -1.3224499999999997 -0.063153999999999988 -1.3822499999999998 2.8976500000000005 2.2098000000000009 5.2497000000000007 5.9771500000000009 -1.75925 -1.14455 -1.9014499999999999 1.0000000180025095e-35 1.0000000180025095e-35 0.019314000000000001 0.58387000000000011 5.6431500000000012 0.22023000000000001 0.20654500000000003 3.3906500000000004 3.3904500000000004 1.9934500000000004 3.2269500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_value=1.9599896126849772 1.9589081231438059 1.9602560641775848 1.9556687090172267 1.9538354314320598 1.9524088595430278 1.9468652690556334 1.9506242670348954 1.9619430555968425 1.9454055919887783 1.9590923008685373 1.9508958388060043 1.9518214441637158 1.9550574065528514 1.937762826998926 1.9471415350779366 1.9599303457280224 1.9503752382601576 1.9589489228320371 1.9446620759119819 1.9444281318945706 1.9542126128572463 1.9371888560147041 1.9404668116513935 1.9666398316901945 1.9590575692123577 1.9627411239299881 1.9533223887982587 1.9490716503135583 1.9620509494321021 1.9836311732811889
leaf_count=111632 4406 4719 4250 2322 516 6190 7108 14884 1233 17687 5176 4853 1018 68 347 230 11859 1375 1034 216 12725 433 62 66 6871 3117 677 400 157 21
internal_value=0 -0.0585334 -0.117483 -0.128158 -0.135016 -0.167737 -0.111327 0.0615013 -0.142785 0.0415316 -0.10624 -0.0951773 0.018943 -0.0389547 -0.220926 -0.208787 -0.133849 -0.0295736 -0.20932 -0.0902029 -0.083091 -0.32181 -0.0381865 -0.144835 0.0398497 0.0592839 0.0354627 0.0175219 -0.0995382 -0.0694548
internal_count=225652 93656 62810 58404 54154 22742 31412 30846 15480 131996 29862 22754 20364 2677 7262 6482 14247 2609 1550 1234 17578 780 292 11925 15962 8534 5417 7428 557 698
shrinkage=1


Tree=1
num_leaves=31
num_cat=0
split_feature=118 119 71 76 10 35 7 44 34 67 19 16 5 16 44 7 111 68 55 85 11 5 28 97 35 11 77 9 15 20
split_gain=495.073 598.091 85.6291 31.5929 37.8841 27.2405 15.1617 13.9957 12.888 11.0882 10.2143 9.34052 9.32451 9.28394 8.70869 8.33245 9.07026 8.15762 8.11254 8.07724 7.77399 9.07294 8.96291 7.68924 7.45742 7.27513 7.26827 7.22668 7.14382 7.91693
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -13.094499999999998 -2.6357499999999994 -0.25613499999999995 -1.5359499999999999 -0.41919999999999996 -0.41575499999999993 9.4123500000000018 -1.3224499999999997 -1.3963499999999998 -3.2104499999999994 2.8976500000000005 -3.0522499999999995 -1.38045 -2.6968499999999995 -0.82527499999999987 2.2098000000000009 -4.7704999999999993 -1.83205 -0.061141499999999994 4.9055500000000007 -1.2263499999999998 -0.3319149999999999 -1.9014499999999999 1.4039500000000003 1.8163500000000001 5.6744000000000012 -1.8046499999999999 5.0092500000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_value=0.0011410669635015757 0.0021684816474019839 0.0018928605213606364 -0.0019363761576659541 -0.0014908368483088799 -0.0050332337332701736 -0.014892831581031406 -0.0024882404745868391 0.0040242534026816929 -0.011686338399085977 0.0013160358521293919 -0.006141453625390157 -0.0019309907006984318 -0.024650622018285703 -0.0088974565543927676 -0.012132221802874852 -0.0045236887292397837 -0.0074088705676621297 -0.018946965696180568 -0.0015880209592992593 0.0023226465213968708 -0.013098595836735508 0.0003162671639411538 -0.022246926720841095 -0.0097109632046763292 -0.012392678639601118 -0.0050333334812763982 0.012576650867753843 -0.016662467876076698 -0.0073464400395124516 -0.0039115125288578211
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internal_value=0 -0.0556068 -0.111608 -0.12175 -0.128265 -0.15935 -0.10576 0.0584263 -0.135645 0.039455 -0.085498 -0.127157 0.0179958 -0.20988 -0.133892 -0.129582 -0.12125 -0.0370069 -0.0280949 -0.102598 -0.221797 -0.192191 -0.361486 -0.0456192 -0.198854 -0.0693784 -0.0214068 -0.095114 -0.140752 -0.135112
internal_count=225652 93656 62810 58404 54154 22742 31412 30846 15480 131996 16974 14247 20364 7262 13325 14438 12888 2677 2609 726 6536 3763 292 562 1550 11855 2572 6540 12430 11778
shrinkage=0.05


Tree=2
num_leaves=31
num_cat=0
split_feature=117 119 71 76 10 66 7 16 76 83 42 67 10 35 101 11 97 103 5 68 26 7 111 76 10 98 13 34 97 24
split_gain=446.803 539.777 77.2803 28.5519 33.9525 25.2275 13.9154 13.2245 12.0448 10.3979 10.3214 10.0071 9.89177 8.89553 8.72703 10.4437 9.91658 8.48367 8.43763 8.53925 7.68256 7.60713 8.22476 7.5165 7.16697 7.11877 6.86349 6.85228 6.95619 6.84458
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -13.094499999999998 -2.8178499999999995 -0.25613499999999995 -1.5345499999999996 -0.41919999999999996 -3.1604999999999994 -1.2619499999999999 -1.3470499999999996 11.943500000000002 -1.3224499999999997 2.3200500000000006 3.8632500000000003 -2.0110499999999996 0.57680500000000012 3.4220000000000002 2.0167500000000005 3.2781500000000006 2.2098000000000009 2.1407500000000002 -2.6968499999999995 -0.81002499999999988 7.1998500000000005 0.83917500000000012 0.95852500000000018 7.8484500000000006 -1.8245499999999997 -1.6671499999999997 -1.6392499999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
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leaf_value=0.0020600582519182406 0.0010840134466886251 0.0011415758794977415 -0.0017533974368453258 -0.0026036444024886574 -0.003430989743765041 -0.0082555966065688564 -0.004668996471203864 -0.0031122781354217576 0.0033728018748902405 -0.0065978907988886518 -0.014789096448230482 0.00095118903887649964 -0.0026754889418598177 0.013695022044213197 -0.0055319233309685826 -0.010436811240159331 -0.0052849274307232479 0.0044312041996437098 -0.0018866028290550219 -0.021884188857280985 -0.027362283468246464 -0.0045326383512490232 -0.0070563576701581773 0.0069890989120616476 -0.0021757910511687141 0.0049899265174091021 0.023481292256878485 -0.014583438367105378 -0.010057621463073221 -0.011287156439475934
leaf_count=111632 4406 8261 4088 1604 361 275 5000 312 22585 4414 504 16979 656 95 8622 2625 1450 253 2139 53 45 6617 6304 43 6806 1166 27 985 6150 1195
internal_value=0 -0.0528264 -0.106028 -0.115662 -0.121728 -0.151097 -0.100444 -0.196462 0.055505 -0.0810554 -0.126731 0.0374823 -0.118267 -0.012093 -0.121575 -0.130355 -0.172073 -0.0435301 0.017096 -0.0411114 -0.136149 -0.123233 -0.115279 -0.261542 -0.0646339 0.0242144 -0.0314077 -0.207305 -0.213648 -0.18929
internal_count=225652 93656 62810 58404 54316 22823 31493 7975 30846 17016 14848 131996 5210 751 14301 12697 4075 528 20364 2219 4459 14477 12921 547 11806 18145 2166 7447 7135 1556
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Tree=3
num_leaves=31
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split_gain=403.24 487.148 67.8435 27.0115 29.1975 24.2186 12.6163 11.9351 10.8705 9.78249 9.41691 9.03696 8.98429 8.90655 9.5129 9.08475 8.02354 7.77826 7.65651 7.64983 7.16298 6.92731 8.13639 7.14922 8.25051 6.82893 6.74908 6.72446 8.56793 7.25287
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -3.8109999999999995 -2.8178499999999995 -0.25613499999999995 -1.5345499999999996 -0.41919999999999996 -3.1604999999999994 -1.2619499999999999 11.943500000000002 -1.3470499999999996 -1.2187499999999998 2.3200500000000006 -2.0412499999999993 0.57680500000000012 3.4220000000000002 3.8632500000000003 -1.6308499999999999 2.0167500000000005 3.2781500000000006 2.9464500000000005 -1.1181499999999998 1.3442500000000004 2.6289500000000001 1.8666000000000003 7.1998500000000005 -4.7704999999999993 -0.10821499999999999 -1.5954499999999998 -24.798999999999996
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internal_value=0 -0.0501851 -0.100727 -0.109106 -0.115051 -0.142013 -0.0952725 -0.186639 0.0527297 -0.118588 -0.0768256 0.0356082 -0.112197 -0.11368 -0.122827 -0.162535 -0.0116164 -0.116927 -0.0413536 0.0156815 -0.0413158 -0.108451 -0.0817776 -0.128725 -0.180351 -0.249765 -0.104218 -0.19694 -0.226921 -0.263602
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shrinkage=0.05


Tree=4
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leaf_value=0.0009895231423428586 0.001859445120447904 0.001557930073765143 -0.0016546547142898334 -0.0011322105955516211 -0.028882990865723088 -0.011054960837052326 0.0035199598338028475 -0.00271532812381922 -0.00084001405797364036 -0.0076011854288982232 -0.005850031132756243 -0.008354770693147941 0.0011313306562008142 -0.0016192372369182057 -0.00037951662863530168 -0.0063457330135957045 -0.0061767004697877957 -0.013478190437927258 -0.018437209540237504 -0.01229130185444002 -0.0065658107234827685 -0.0047372882118716106 -0.0012573423823582792 -0.00075338641019417581 -0.0094709577840173028 -0.004052771566963531 -0.0054501721346448661 -0.010713310408220182 -0.015042702495814004 -0.0072051266991510626
leaf_count=4406 111632 15962 4250 1014 38 581 14884 10090 836 873 10969 3959 17687 653 737 913 1427 508 166 2380 1726 1901 2743 2412 265 3243 5085 767 470 3075
internal_value=0 -0.0476758 -0.0956902 -0.104402 -0.109998 -0.136674 0.0500932 -0.0906856 -0.11562 -0.122137 -0.108608 -0.113748 0.0338278 -0.0699285 -0.105231 -0.0748067 -0.135313 -0.181553 -0.139646 -0.205604 -0.162753 -0.124323 -0.050561 0.0154025 -0.032327 -0.120345 -0.134433 -0.123357 -0.204109 -0.124534
internal_count=225652 93656 62810 58404 54154 22742 30846 31412 15480 14466 16857 13123 131996 14555 4465 5121 1465 7262 2648 4614 2234 2482 3656 20364 2677 12287 9044 11736 1343 3728
shrinkage=0.05


Tree=5
num_leaves=31
num_cat=0
split_feature=117 120 92 10 66 108 42 45 44 25 5 5 44 72 1 83 16 67 16 63 47 3 60 10 11 97 15 92 34 76
split_gain=328.442 396.785 57.2593 24.4986 23.6463 14.6516 10.7962 10.9116 10.7035 10.0222 10.0034 10.5991 9.64576 8.868 8.75226 7.79662 7.43382 7.38176 7.24014 7.02209 7.61933 7.01584 7.65335 7.00909 6.89525 9.57398 8.6966 7.93594 7.95389 6.88728
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 0.68222500000000019 -1.7044499999999998 -2.2491499999999998 11.943500000000002 -1.9501499999999996 -0.41575499999999993 2.1132500000000003 4.3766500000000006 0.66849000000000014 -1.3396499999999996 62.831500000000013 -0.31091499999999994 -1.3174499999999998 4.6240000000000006 -1.2187499999999998 -3.2104499999999994 -1.5469499999999996 5.0489500000000005 12.996500000000003 0.17954500000000004 2.2574500000000004 2.7641500000000003 -0.91718499999999981 -1.9724499999999996 -2.1253499999999996 -1.0065499999999996 7.1998500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=17 8 5 4 6 -3 7 12 -2 13 11 18 -4 14 -5 -16 24 -1 -6 -7 -21 -19 -23 -17 26 -26 -9 -28 -29 -8
right_child=1 2 3 9 10 19 29 16 -10 -11 -12 -13 -14 -15 15 23 -18 21 -20 20 -22 22 -24 -25 25 -27 27 28 -30 -31
leaf_value=0.0017620814233264362 0.0014800332513775071 0.0012450082720969298 -0.00019442959233606592 -0.0048065778188088604 -0.0021372108667685268 -0.0096706759684332989 -0.013853776452133565 -0.0098076501646834728 0.0033439625585083804 -0.011680605236582365 -0.013063707485081472 -0.0051542538885150447 -0.0073244336149735287 0.010026712583030686 -0.0018424110571341205 -0.0058272237106153377 -0.021190113263825576 0.00082723492067512971 -0.0087160643247986974 -0.0014968744644403122 -0.010900671761167253 2.7892136641141388e-05 -0.015879593091085553 -0.00042244384060381593 -0.00082134497489918168 -0.0085065415510999533 -0.014975748987464638 -0.0022503371057678717 -0.0049983700997395502 0.0075197116903415549
leaf_count=112584 15962 4670 524 9815 443 369 467 530 14884 395 804 3868 5006 118 7518 2819 63 19103 7471 2468 236 177 132 762 540 1624 143 8248 3868 41
internal_value=0 -0.0452921 -0.0909057 -0.102228 -0.119061 -0.0103865 -0.0985624 -0.0950016 0.0475886 -0.0757991 -0.153352 -0.145987 -0.132976 -0.0728352 -0.0743776 -0.0551403 -0.0810165 0.0321364 -0.166956 -0.0640112 -0.0463524 0.0141268 -0.135351 -0.0935428 -0.0795723 -0.131776 -0.070739 -0.0653169 -0.0625528 -0.242575
internal_count=225652 93656 62810 55067 33640 7743 21054 20546 30846 21427 12586 11782 5530 21032 20914 11099 15016 131996 7914 3073 2704 19412 309 3581 14953 2164 12789 12259 12116 508
shrinkage=0.05


Tree=6
num_leaves=31
num_cat=0
split_feature=117 119 71 76 10 35 124 3 4 44 63 11 15 33 124 97 101 94 75 3 72 65 45 44 67 4 90 78 56 1
split_gain=296.418 358.099 51.7666 20.2491 23.9701 20.7259 14.1096 11.3703 11.5652 9.65992 9.11281 11.2164 8.90853 7.89077 7.71832 7.55806 11.8897 9.1053 7.22315 9.78539 7.01509 6.94725 6.79898 6.89913 6.67745 6.6512 6.62342 6.44255 7.58592 6.44243
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -13.094499999999998 -2.4282999999999997 0.83917500000000012 -1.5359499999999999 7.5000000000000009 5.2497000000000007 0.15063000000000001 -0.41575499999999993 -1.0934499999999996 -0.50981499999999991 -2.0293499999999995 -1.0171499999999998 7.5000000000000009 7.8148500000000007 9.2367500000000025 5.8281500000000008 0.93009000000000019 3.0392000000000006 62.831500000000013 19.323000000000004 -0.24625999999999995 -1.2084499999999998 -1.3224499999999997 2.8662000000000005 1.5794500000000002 0.37448500000000001 6.3255500000000007 2.8244500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=24 2 -2 -4 5 6 10 8 14 -3 15 18 -6 27 -7 17 -17 29 -12 -20 21 25 23 -9 -1 -14 -15 -13 -29 -5
right_child=1 9 3 4 12 7 -8 22 -10 -11 11 13 20 26 -16 16 -18 -19 19 -21 -22 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0016783682755058451 0.00090809806279205658 0.0014060320150081006 -0.0015270996008174484 -0.0094129755416561562 -0.0068950623372181497 -0.009238338860145431 -0.0028538334177225216 0.0061661120962638125 -0.0047784609089285938 0.0031767639079604486 -0.0043292532952308024 -0.00021754011834804722 -0.003834318283206046 -0.0075921854200164595 -0.005440676960729556 0.012333547899366491 -0.0058522123397215381 0.011551506315091891 -0.0017422232849450857 0.01079938288547852 0.0098670913490886795 0.0033916609894650502 -0.017550010710023347 -0.010974858221736286 0.00069383631797518023 -0.00093811164290730957 -0.0010245091209844979 -0.0079465579837449795 0.013483318043026058 -0.0019864227809011938
leaf_count=111632 4406 15962 4597 3340 1809 4983 6189 65 3809 14884 3939 865 14432 5277 1829 112 455 56 1232 178 102 381 400 606 20364 2298 414 672 44 320
internal_value=0 -0.0430274 -0.0863604 -0.0942456 -0.0996881 -0.115296 -0.0979275 -0.149601 -0.139698 0.0452091 -0.112884 -0.0993585 -0.0711462 -0.124926 -0.164374 -0.152741 -0.0451993 -0.16915 -0.0645992 -0.00317913 -0.0641306 -0.0656893 -0.247805 -0.186288 0.0305295 -0.06873 -0.142288 -0.0624288 -0.132593 -0.175273
internal_count=225652 93656 62810 58404 53807 34785 23093 11692 10621 30846 16904 12621 19022 7272 6812 4283 567 3716 5349 1410 17213 17111 1071 671 131996 16730 5691 1581 716 3660
shrinkage=0.05


Tree=7
num_leaves=31
num_cat=0
split_feature=117 120 92 107 14 69 108 99 38 76 13 96 7 42 26 78 79 86 87 14 95 69 61 97 76 16 4 0 16 39
split_gain=267.518 323.184 47.8416 17.8124 17.4085 13.3312 12.0029 11.4036 9.85251 8.834 7.86671 7.51666 7.34259 7.99652 7.29518 7.28186 7.2399 7.22707 6.99374 6.77141 6.75551 6.7261 6.67165 6.5479 6.45365 6.45355 6.69989 8.22939 7.44034 6.45178
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 -0.61264999999999992 -1.9604499999999996 -1.8729499999999997 -2.2107499999999995 -1.6310499999999999 1.5844500000000001 -1.2619499999999999 1.5959500000000004 -2.7853999999999997 -2.8112499999999998 0.27708500000000008 2.1827500000000004 5.2096500000000008 46.166500000000006 -1.3665499999999999 3.6147500000000004 -6.4582999999999986 0.41807000000000005 2.2306500000000002 -0.87918499999999988 -0.57688499999999987 -1.7676499999999999 -2.6709999999999994 -0.47397499999999998 -1.36635 -0.16046499999999997 -4.5999499999999989
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 9 6 5 19 -4 -3 10 12 29 11 -6 13 -9 -14 -13 17 20 -10 -5 -7 -17 -15 24 -12 -21 27 -27 -28 -2
right_child=1 2 3 4 7 16 -8 8 18 -11 23 15 14 22 -16 21 -18 -19 -20 25 -22 -23 -24 -25 -26 26 28 -29 -30 -31
leaf_value=0.0014501539838301691 0.013501146971723256 0.0011469440399388829 -0.0029412242660770381 -0.0059355068517227966 0.016236483750657903 -0.015524403373028635 -0.0028920061760606803 -0.016018830321479906 -0.009898651021664805 0.0026591806915163534 -0.014116642181531037 -0.0025232456223437342 -0.0039471340130919196 0.012406187191447045 -0.015601572851814769 0.00264688679682357 0.00105436122455536 -0.0059938965553449821 0.017956056777873767 -0.0001314191076044853 -0.0078736527391680845 0.036774484203620388 -0.0071816138429358113 -0.0054521905077268475 -0.0010922073648704626 -0.011402542663886208 -0.001270378939807415 -0.025364487937518526 -0.016075409301000196 0.00059524966116276305
leaf_count=131996 98 4735 3224 1110 54 314 3008 269 1114 22585 101 15010 10583 47 136 42 313 11404 23 104 3557 22 579 4661 1631 239 182 189 159 8163
internal_value=0 -0.0408761 -0.0820424 -0.0923914 -0.0794361 -0.117359 -0.00844214 -0.0741651 -0.097863 0.0429487 -0.0601243 -0.0476956 -0.0891656 -0.176182 -0.0819001 -0.0490297 -0.129466 -0.132551 -0.186704 -0.170533 -0.169885 0.287565 -0.114219 -0.0895349 -0.0370343 -0.236425 -0.268044 -0.35136 -0.163472 0.014967
internal_count=225652 93656 62810 55067 36255 18812 7743 34272 12751 30846 21521 15128 11614 895 10719 15074 15588 15275 1137 1983 3871 64 626 6393 1732 873 769 428 341 8261
shrinkage=0.05


Tree=8
num_leaves=31
num_cat=0
split_feature=117 119 108 124 41 14 44 76 44 12 34 13 3 15 24 10 66 4 88 14 81 99 10 103 97 89 70 35 92 108
split_gain=241.435 291.674 43.5279 17.4397 16.6573 13.4739 11.4672 11.0912 10.2538 9.7778 9.13486 8.4915 8.20714 8.71701 7.89184 7.88409 8.19286 7.98027 13.6748 7.73848 8.43074 7.49313 7.49048 7.42171 7.36754 7.30427 7.29396 7.13617 7.11971 7.58211
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.4495499999999999 7.5000000000000009 -1.6498499999999996 -1.9604499999999996 -0.41575499999999993 -2.8178499999999995 -1.38045 0.36533000000000004 -1.32595 -1.42275 4.6102000000000007 0.56591500000000006 -1.74135 -0.13883999999999996 -1.5548499999999998 0.95371500000000009 -0.062707999999999986 -6.4582999999999986 26.734500000000001 -1.8596999999999999 1.6471500000000001 0.3199300000000001 2.0367500000000005 10.576000000000002 -1.8671999999999997 -2.1373499999999996 0.10341000000000002 -2.2877499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 6 4 8 19 -2 -7 -4 10 -9 25 -5 -14 -8 16 -10 -17 -19 20 -6 26 -23 -24 -15 28 -11 -13 -3 -30
right_child=1 11 3 12 5 7 14 9 15 21 -12 27 13 24 -16 17 -18 18 -20 -21 -22 22 23 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0013776457269290988 0.00075844595668862302 0.0014512031213538832 0.00059117387471482614 -0.0025489818046094928 -0.0071878072966758471 -0.00032187918596380215 -0.0012731599519029261 -0.0038237110816314161 -0.0066057924428115497 0.0028231822390188564 -0.0066233670214101443 0.0018434164719434772 -0.0029186781251891742 -0.014465392395411725 -0.011826204350979636 -0.0069438400537845148 -0.010311533930456085 -0.0057441710740808519 0.0065075147938397195 -0.012926588965260478 0.011049310594577999 -0.0065191682965712013 -0.0046982923290647925 0.00074776029224715517 -0.001143044378498898 0.018383599074300507 -0.0030280589912355738 0.0036801352704915868 -0.011302848572365052 -0.00093999586206935676
leaf_count=131996 5692 6231 454 13987 931 1833 400 5089 3742 564 6816 13675 672 438 318 1644 2480 620 360 659 68 3347 2100 891 136 58 9569 8623 193 2066
internal_value=0 -0.0388323 -0.0779403 -0.0868151 -0.0975118 -0.0866451 0.000146887 -0.0818278 -0.134747 -0.0866978 -0.108532 0.0408012 -0.0579075 -0.135677 -0.118941 -0.14227 -0.161657 -0.0962984 -0.024871 -0.174416 -0.118929 -0.0709162 -0.0978852 -0.061519 -0.226178 0.0140038 -0.0540476 0.0510741 0.0115877 -0.0365071
internal_count=225652 93656 62810 56400 41167 31867 6410 30209 9300 28376 11905 30846 15233 1246 718 8846 6222 2624 980 1658 999 16471 6338 2991 574 8548 10133 22298 8490 2259
shrinkage=0.05


Tree=9
num_leaves=31
num_cat=0
split_feature=117 120 92 10 35 81 108 26 11 44 44 3 7 28 72 4 1 16 44 90 23 102 22 39 87 78 72 68 66 6
split_gain=217.895 263.236 40.0235 18.5494 19.9027 9.78522 9.69418 9.62142 9.2909 8.09831 8.04109 8.66053 9.29567 7.46132 7.26718 6.92286 6.90677 6.88231 7.18239 6.83503 7.16459 7.97445 7.36593 6.50721 6.49831 6.35885 6.57624 6.64579 6.34008 7.31269
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 0.68222500000000019 -1.5359499999999999 -1.7968499999999998 -2.2107499999999995 2.2296500000000004 2.7641500000000003 -0.41575499999999993 -1.27565 5.0747500000000008 11.950000000000001 1.7452500000000002 62.831500000000013 0.15063000000000001 -0.78054999999999997 1.2133000000000003 -1.1152499999999999 -0.53908499999999993 3.2637500000000004 1.1027500000000001 -1.0104499999999998 0.27759500000000009 0.64238000000000006 -1.14835 -0.96583999999999992 2.5575500000000004 -0.84823999999999988 6.1701500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=28 9 6 4 5 -4 -3 14 -7 -2 -6 12 15 -14 16 -12 17 -5 -19 20 22 -22 -10 -17 25 26 27 -25 29 -1
right_child=1 2 3 7 10 8 -8 -9 19 -11 11 -13 13 -15 -16 23 -18 18 -20 -21 21 -23 -24 24 -26 -27 -28 -29 -30 -31
leaf_value=0.0015686833612356729 0.0011557397472679984 0.0010738579813615197 -0.0014448806109495641 -0.0031819652058898995 -0.0023586173102858681 -0.0040315467285163085 -0.002555930838447084 -0.0093946499256110493 -0.017603404031445582 0.0027770384932097672 -0.007780083998422194 -0.011508500470763862 -0.0017822230974321859 0.025879829278902006 0.0096305829344381557 -0.0069587597956160818 -0.0022213106448327534 -0.011853958219366119 -0.0049437880779709155 -0.0098755261853408147 0.017984580101840425 -0.013859834388962815 -0.0046346456596255301 0.013973485088596742 0.0015535870653169215 -0.0083530579071612997 -0.0077187294125314653 -0.0094993142729125381 0.00075969348015033473 -0.0031708311979249393
leaf_count=93576 15962 4735 3094 5524 995 16767 3008 577 120 14884 5822 991 68 38 116 1702 13083 488 1639 1262 66 28 1250 114 605 554 123 41 37599 821
internal_value=0 -0.0368907 -0.0740433 -0.083509 -0.0981568 -0.0811415 -0.00672484 -0.0605122 -0.0894338 0.0387612 -0.132928 -0.141411 -0.13171 0.162687 -0.0569871 -0.135193 -0.0583835 -0.0822501 -0.130584 -0.143578 -0.0970875 0.16998 -0.115412 -0.0973392 -0.0477881 -0.105132 0.0182807 0.155291 0.0261753 0.0305492
internal_count=225652 93656 62810 55067 33640 22587 7743 21427 19493 30846 11053 10058 9067 106 20850 8961 20734 7651 2127 2726 1464 94 1370 3139 1437 832 278 155 131996 94397
shrinkage=0.05


Tree=10
num_leaves=31
num_cat=0
split_feature=118 119 92 10 69 99 15 41 108 26 57 87 6 1 4 86 35 113 65 45 43 11 63 108 43 39 94 1 61 94
split_gain=196.65 237.57 36.1212 16.8051 17.7853 11.2565 8.97472 8.75441 8.749 8.54811 8.01537 11.0672 8.38664 7.6439 7.62547 7.88109 7.34529 7.39774 7.01492 6.88436 6.55292 6.42017 8.64264 8.57686 7.85011 7.39267 7.15107 7.05211 7.10977 6.33102
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 0.83917500000000012 -1.8729499999999997 -1.6310499999999999 -1.9724499999999996 -2.0347999999999993 -2.2107499999999995 2.1827500000000004 1.2614500000000002 2.5209500000000005 0.14585500000000004 -1.9367499999999997 4.8684500000000011 1.7623500000000003 -2.1373499999999996 1.0000000180025095e-35 17.107500000000005 1.5243500000000003 -8.8710499999999985 2.7641500000000003 -0.49102999999999991 1.0194500000000002 1.6401500000000002 -0.042569499999999989 0.38809000000000005 1.0445500000000003 -1.8072499999999996 1.3748500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 8 4 6 7 -4 13 -1 14 -7 12 -12 -6 15 -5 -3 20 19 -17 -18 22 23 -9 26 -23 -24 -25 -29 -28
right_child=-2 16 3 9 5 10 -8 21 -10 -11 11 -13 -14 -15 -16 18 17 -19 -20 -21 -22 25 24 27 -26 -27 29 28 -30 -31
leaf_value=0.0010201648359581309 0.0012433257726280874 0.0012094431123085827 -0.0096305015596856447 -0.0032745984524838534 -0.012651279329189233 -0.0059405141667502248 -0.0020205486963548974 -0.0069751230514275581 -0.002428134264947074 -0.0082461220626052142 -0.015441038660335202 -0.00054044348029595507 -0.007380154015136366 -0.0056581270535493505 0.0013926723533016544 -0.002414501986959638 -0.0080447365451254884 0.0046426572607532529 0.0094493559707020756 0.0040474266333962389 0.0021690080088170118 -0.0091624102049592173 -0.0015046399744651786 -0.0040140205658577358 0.0029616813814001427 -0.0033587810884722897 -0.0073483888388725556 -0.018371143153515356 0.007755757267860805 -0.0027159947806108765
leaf_count=4735 131996 18467 410 15068 427 7998 7039 2505 3008 691 705 265 595 4604 1133 1854 160 3736 173 530 8483 1107 4105 849 630 1088 1297 29 255 1710
internal_value=0 -0.0350461 -0.0703411 -0.0793335 -0.0922424 -0.103733 -0.0487882 -0.0894021 -0.0063886 -0.0556928 -0.131617 -0.197065 -0.235033 -0.125033 -0.051669 -0.056781 0.0368231 0.0556709 -0.00544867 -0.0195583 0.0395986 -0.0761969 -0.0666459 -0.106848 -0.0477548 -0.125714 -0.0572322 -0.0346505 0.101757 -0.0942814
internal_count=225652 93656 62810 55067 35618 28169 7449 18606 7743 19449 9563 1565 1300 5031 18758 17625 30846 12379 2557 2384 8643 13575 11380 3638 7742 2195 7112 1133 284 3007
shrinkage=0.05


Tree=11
num_leaves=31
num_cat=0
split_feature=117 119 108 10 66 5 76 16 96 44 24 14 96 13 27 78 76 87 18 34 35 43 7 2 34 8 69 22 1 29
split_gain=177.477 214.407 33.1211 13.8245 18.0114 10.2185 9.94547 9.83421 9.74667 9.57547 10.852 7.42881 9.9117 8.00912 8.91389 7.52589 7.40931 7.02924 6.95524 6.70662 6.60938 7.23956 6.43498 6.30648 6.2812 7.22425 6.20617 7.18442 6.19872 6.85686
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.4495499999999999 -0.25613499999999995 -1.5345499999999996 0.085626500000000008 -2.5070499999999996 2.4195000000000007 -0.30950499999999997 0.33653500000000008 -1.74135 -1.19885 -2.7853999999999997 -0.83846999999999994 0.20405500000000001 -2.8103499999999992 -1.2619499999999999 1.3625500000000004 -2.1668499999999997 9.4123500000000018 3.2407500000000007 -0.98626499999999984 -2.8112499999999998 4.4219500000000007 -1.9101999999999999 -0.38277499999999992 7.1514000000000015 0.6378250000000002 -0.54794999999999983 2.0450500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 9 4 6 7 -4 18 23 -2 -11 15 -13 19 -15 -8 -3 24 -5 -14 21 -10 -20 26 25 -6 27 -9 -7 -30
right_child=1 16 3 5 17 28 11 8 20 10 -12 12 13 14 -16 -17 -18 -19 22 -21 -22 -23 -24 -25 -26 -27 -28 -29 29 -31
leaf_value=0.0011811595690713274 0.00063155517070445318 0.00046779122977741217 -0.00021784656721259233 -0.0017019782531088479 0.0072884826267019228 -0.0062159588145580483 0.0012338561567700344 -0.0058405721945840022 0.0024205659097060565 -0.0007782251176655673 -0.015819730548207293 0.017909160228270406 -0.0014828032900362552 -0.005901315441772248 -0.0024580161040332043 -0.0080829458229117468 0.0022177662222593805 -0.0042684382112442394 -0.0079197562109256693 -0.011385412551670769 0.0042571795529083292 -0.013353829445333665 -0.0036832624561336687 -0.026343569171149286 -0.0078986619514910157 -0.013426240924745798 -0.016901624326904615 0.0013532298952206351 -0.0017016900737916172 -0.010106200907334143
leaf_count=131996 5902 8261 1833 4342 141 862 247 932 80 314 194 53 3816 5211 2940 1770 22585 2270 988 179 68 801 9662 32 5339 60 87 553 13887 247
internal_value=0 -0.0332938 -0.0668241 -0.0745656 -0.0928497 -0.0611597 -0.0736829 -0.0775425 -0.134914 0.00129188 -0.130448 -0.0826218 -0.0733265 -0.0752094 -0.0931869 -0.13884 0.034982 -0.132236 -0.0677727 -0.03853 -0.215243 -0.238428 -0.0815256 -0.0873879 -0.15144 0.0220997 -0.0784417 -0.0632334 -0.0419922 -0.0369713
internal_count=225652 93656 62810 56400 23859 32541 16049 17545 2553 6410 508 14216 12199 12146 8151 2017 30846 7810 14992 3995 949 881 10650 1604 5540 201 1572 1485 14996 14134
shrinkage=0.05


Tree=12
num_leaves=31
num_cat=0
split_feature=117 119 81 10 66 11 60 5 110 46 16 96 13 16 43 35 87 2 69 11 35 65 10 91 2 94 58 102 20 13
split_gain=160.173 193.502 30.3642 15.7943 14.5627 10.2884 9.21127 9.10797 8.3208 8.30385 8.06901 8.34253 7.20181 6.99762 6.78732 6.6997 6.32778 6.134 6.23262 6.11155 7.07398 6.93788 6.3249 6.85553 6.09328 5.97756 5.97448 5.93297 6.64736 6.15046
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0255499999999995 -0.13883999999999996 -1.5345499999999996 0.57680500000000012 -0.76925999999999994 0.085626500000000008 -3.0669499999999998 -1.6774499999999997 2.4195000000000007 -0.30950499999999997 -1.42275 -3.1604999999999994 -1.1392499999999999 12.111000000000002 6.491550000000001 5.1790000000000012 7.1514000000000015 1.4039500000000003 -1.4434499999999997 -1.7217499999999999 2.3870500000000008 0.88685500000000006 2.5112000000000001 -0.64367499999999989 1.7192500000000004 -1.2673499999999998 10.531500000000003 8.6068500000000032
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=27 2 9 4 5 6 8 10 -4 -2 -5 17 16 -6 -13 26 24 18 -12 20 -9 -22 -21 -24 -3 -15 -16 28 -1 -29
right_child=1 12 3 7 13 -7 -8 19 -10 -11 11 14 -14 25 15 -17 -18 -19 -20 22 21 -23 23 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00055592234221722974 0.0019377762858721196 0.00062530942298373636 -0.0086339161079656609 -0.003177355762474258 -0.0008559207572487363 -0.0056685375291077866 -0.004011309595237213 -5.8326393610098267e-05 -0.00041255295731639136 -0.0014720209097640517 -0.0029024388087025362 0.0063096759902934235 0.0021346751804805033 -0.0049331560163742016 -0.012665777244532789 0.013453841706116996 0.0044536331428489204 -0.028137479708171809 -0.016666327708068935 -0.0038546636889723353 0.0035705003743161166 -0.0036893779849442049 0.01746396120156973 -0.00018487050443704876 -0.0030528139223138795 -0.0077185829185328668 0.0093542804475873712 0.0012947447126099578 0.018984328459340092 0.0059495749521896353
leaf_count=36522 2792 6301 333 14272 570 4391 6372 5674 4061 4953 1506 60 22298 3238 824 27 876 26 87 4807 368 3112 62 489 1371 4754 32 94710 49 715
internal_value=0 -0.0316291 -0.0634829 -0.0717288 -0.0911983 -0.0725752 -0.0559363 -0.0569965 -0.0207122 -0.00485642 -0.0728232 -0.124497 0.0332329 -0.124166 -0.199267 -0.221382 0.00855416 -0.0809465 -0.0730828 -0.0386375 -0.0229372 -0.0584333 -0.065461 0.0360205 -0.000639555 -0.131801 -0.236852 0.022442 0.0116123 0.0265924
internal_count=225652 93656 62810 55065 23719 15157 10766 31346 4394 7745 16834 2562 30846 8562 943 883 8548 1619 1593 14512 9154 3480 5358 551 7672 7992 856 131996 36571 95425
shrinkage=0.05


Tree=13
num_leaves=31
num_cat=0
split_feature=117 119 92 10 99 44 45 64 11 26 5 68 49 6 89 93 44 26 19 4 64 61 15 94 45 39 30 44 12 11
split_gain=144.556 174.636 28.3632 13.4757 13.8622 10.8097 10.2187 8.09374 8.69534 7.55888 7.07601 6.86759 7.01179 6.83022 7.47396 7.40638 6.78831 6.7174 6.70437 8.50017 6.42547 6.42094 6.17047 6.16155 6.03191 7.04272 5.9935 5.86784 5.79908 6.49219
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 0.83917500000000012 -1.6043499999999999 -1.38045 -1.9501499999999996 -0.77761499999999983 2.7641500000000003 2.1827500000000004 1.6076500000000002 0.27527000000000007 -0.47377499999999995 1.1259500000000002 1.1322500000000002 -1.9363499999999998 -0.41575499999999993 1.4464500000000002 -0.76030999999999993 4.8684500000000011 -1.6560499999999998 0.55880500000000011 1.0784500000000004 2.2403500000000007 -0.9874799999999998 3.0735500000000004 -2.2903499999999997 -1.1004499999999997 2.4065500000000006 1.5646500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 11 4 5 10 21 -8 13 18 -4 12 20 14 15 -9 24 22 19 -5 -2 -7 -6 -12 -3 -26 -16 -10 29 -27
right_child=1 16 3 9 17 6 7 8 27 -11 23 -13 -14 -15 26 -17 -18 -19 -20 -21 -22 -23 -24 -25 25 28 -28 -29 -30 -31
leaf_value=0.0010659961202924416 -0.015380413268747575 0.0021622104829809247 -0.00091793213495201169 -0.0018906807668846483 -0.0041790550295918881 -0.0049689692949987548 -0.0046375909394738056 -0.00019183505744249624 -0.017740587315832577 -0.0074911245259465771 0.0034545664796260772 0.0008463163468642146 -0.0058506936529778755 0.00036213857239858396 -0.017718646741575663 -0.0043312983641624328 0.0023466919039439212 -0.0089523316387832164 -0.003675245041485046 0.0034079666283004777 0.00032809318505901342 -0.012156904458136457 -0.006952418020016767 0.019927709523056236 0.00058494835095825948 -0.0030589179699167424 0.0007606827590709806 -0.0049806932716707913 0.011413650577887895 -0.015063743535862413
leaf_count=131996 68 5724 1153 12667 6395 5888 5201 1409 96 691 216 5243 906 2776 45 4636 14884 1250 5286 805 1526 328 2922 77 9162 887 1760 1466 60 129
internal_value=0 -0.0300477 -0.0603087 -0.0682771 -0.0798368 -0.067024 -0.0721653 -0.0597255 -0.0456321 -0.0471074 0.0169052 -0.00363861 -0.0467674 -0.0353914 -0.0504681 -0.067329 0.0315712 -0.110212 -0.0433236 -0.0314814 -0.00684063 -0.106965 -0.100977 0.155674 0.0172461 0.00271075 0.00599959 -0.115298 -0.0738228 -0.0916631
internal_count=225652 93656 62810 55067 35618 25051 23605 17389 12188 19449 1446 7743 2500 10626 7850 6045 30846 10567 18758 13472 1594 6216 9317 293 15962 10238 1805 1562 1076 1016
shrinkage=0.05


Tree=14
num_leaves=31
num_cat=0
split_feature=117 119 108 124 107 69 59 90 15 44 68 97 3 71 15 64 9 81 42 108 68 7 1 20 97 5 71 35 40 17
split_gain=130.462 157.609 25.7277 15.5758 10.0034 10.7235 9.77688 9.22744 7.90823 7.79908 9.91979 7.56837 7.15414 7.1046 7.0537 6.96347 7.12466 6.8749 6.84228 6.74006 6.5713 7.26797 6.53868 6.52238 6.38354 6.3262 6.73645 6.31372 6.97672 6.32416
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.4495499999999999 7.5000000000000009 -0.61264999999999992 -1.8453499999999996 4.3962000000000012 -0.6438299999999999 -2.0793499999999994 0.33653500000000008 -0.33453999999999995 19.027000000000005 4.6102000000000007 3.4339500000000007 0.56591500000000006 0.15132500000000002 1.5641500000000004 26.734500000000001 -1.9635499999999999 -3.5189499999999998 -1.5558499999999997 -2.4599999999999995 -1.6971499999999999 11.271500000000001 2.0367500000000005 0.80553000000000019 -13.094499999999998 -2.1373499999999996 -1.8602999999999998 -1.5729499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 9 4 5 8 13 18 -4 -2 -11 17 -5 25 15 -14 -17 -8 -7 -3 -15 -22 -9 -20 -16 26 -6 -21 -29 -30
right_child=1 19 3 12 6 7 11 22 -10 10 -12 -13 14 20 24 16 -18 -19 23 27 21 -23 -24 -25 -26 -27 -28 28 29 -31
leaf_value=0.0010126961697499209 0.00064870446959213162 -0.0096896998316688999 -0.019909881819355286 -0.0015164465532335372 0.0054809139887850309 -0.0063571243841323843 -0.01137864581055262 -0.016497733466988827 -0.0013839368822361987 -0.016601748908559481 -0.0012850238260027416 0.0084334588909553265 -0.0051772786308211076 -0.0016669165672290017 -0.012478974110289524 0.0023528873170839577 0.031007274374365807 0.011059378894666832 -0.0039262355844969701 0.00096107140718668365 -0.011372895850318261 0.0075847237460731258 -0.0076332059635119054 0.013534918944868777 -7.8157190343036381e-05 -0.0020505699534903972 -0.0038913700460945751 0.0082823997030245077 -0.00010928539564457375 0.0027644784024497019
leaf_count=131996 5902 134 59 13987 194 4612 660 259 2436 150 358 59 483 1618 438 164 25 36 5565 18376 58 394 1057 54 136 7751 16355 488 2401 9447
internal_value=0 -0.0285453 -0.0572933 -0.0641163 -0.0742252 -0.0958907 -0.0630094 -0.108736 -0.0364405 0.00274057 -0.116154 -0.17521 -0.0367971 -0.059797 -0.109406 -0.0398682 0.122863 -0.204361 -0.0985977 0.0299927 -0.00355863 0.103042 -0.187556 -0.0751686 -0.190816 -0.0645877 -0.07563 0.0309691 0.0484686 0.0436422
internal_count=225652 93656 62810 56400 41167 14042 27125 11547 2495 6410 508 755 15233 26370 1246 672 189 696 10231 30846 2070 452 1316 5619 574 24300 16549 30712 12336 11848
shrinkage=0.05


Tree=15
num_leaves=31
num_cat=0
split_feature=117 120 92 10 99 44 45 16 26 57 3 69 72 0 3 58 44 50 13 13 89 92 108 57 15 5 108 74 103 50
split_gain=117.742 142.242 23.7553 11.7995 13.1461 9.89131 8.22164 8.2151 6.98525 6.94184 8.7096 8.45002 6.51772 6.42763 7.77005 7.24797 8.24654 6.84925 6.9455 6.31985 6.63027 6.34887 6.59976 6.28326 6.24393 6.20045 6.11049 6.0774 6.0768 6.07318
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 0.68222500000000019 -1.6043499999999999 -1.38045 -1.9501499999999996 -3.1604999999999994 2.2296500000000004 0.50917000000000012 3.0392000000000006 7.5832000000000006 62.831500000000013 0.28333500000000006 -0.36194499999999991 -0.64047499999999979 -1.4142499999999998 -1.0551499999999996 -0.95217499999999988 -1.42275 10.576000000000002 0.10341000000000002 -2.2877499999999995 0.7550150000000001 -1.9724499999999996 1.6076500000000002 -1.4407499999999998 -22.627499999999998 5.3236000000000008 -1.1174499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 19 26 4 5 25 23 -8 12 11 28 13 -5 17 -15 16 -16 29 -19 20 21 -2 -23 -7 -9 -4 -3 -26 -11 -6
right_child=1 2 3 8 9 6 7 24 -10 10 -12 -13 -14 14 15 -17 -18 18 -20 -21 -22 22 -24 -25 27 -27 -28 -29 -30 -31
leaf_value=0.00096206138205525912 0.00097691521362218902 0.00064668869579303763 -0.00061176474415906921 -0.0020849231738994944 -0.0042037270270020455 -0.0045709519076220532 0.0015042683169032257 -0.0073737839164846027 -0.0075958027066969584 -0.0062747936876190336 -0.013222261871436162 0.013905052763838617 0.0098001131627323303 0.006079225229615925 0.0076112388023014737 0.00083463250458325189 -0.0062218094368939837 -0.0035233198934364728 -0.0095230943282030526 0.001867773220596879 0.017116538365873315 -0.01095943638591646 -0.0012911721972875083 -0.013785902668200241 0.018662413717670877 0.0077383474105124847 -0.0026740652677568534 -0.0028191848905449058 0.016363217296699685 0.0082160320634452194
leaf_count=131996 6231 5936 1110 20734 1838 5875 1082 776 577 2499 501 63 116 238 116 704 1513 709 1509 22298 58 193 2066 191 33 278 1807 14471 30 104
internal_value=0 -0.027118 -0.0544286 -0.0617211 -0.0734037 -0.0607073 -0.0657771 -0.0541193 -0.0433796 -0.104183 -0.143988 -0.086431 -0.040376 -0.0898429 -0.0505349 -0.0680936 -0.104735 -0.114136 -0.152104 0.028493 0.00537479 0.00307285 -0.0423438 -0.0972221 -0.060082 0.0212133 -0.00256565 -0.0554062 -0.120125 -0.0707722
internal_count=225652 93656 62810 55067 33640 23816 22428 16362 21427 9824 3030 6794 20850 6731 2571 2333 1629 4160 2218 30846 8548 8490 2259 6066 15280 1388 7743 14504 2529 1942
shrinkage=0.05


Tree=16
num_leaves=31
num_cat=0
split_feature=117 119 81 124 76 10 11 87 73 5 5 66 27 7 27 66 27 57 13 94 85 76 87 49 63 61 1 7 84 10
split_gain=106.262 128.373 22.1189 13.4934 11.7699 12.8581 8.84955 7.18815 6.84135 6.46612 6.34229 8.18225 6.28276 6.23577 7.52333 7.73775 6.47532 6.17798 6.00079 6.10361 5.95128 5.94019 5.77598 5.7693 5.75902 8.06872 7.36102 6.72246 7.88612 5.75764
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0255499999999995 7.5000000000000009 -2.6357499999999994 0.85621000000000003 1.9210000000000003 -1.8875499999999998 4.2512500000000015 4.0995500000000007 0.66849000000000014 -1.1851499999999999 3.2152000000000007 1.4781500000000001 1.4486500000000004 -0.47670499999999993 4.458800000000001 0.35263500000000009 1.2996500000000004 -7.4783499999999989 -1.1184499999999999 -1.2619499999999999 3.3562500000000006 -1.0361499999999999 -1.1396499999999998 1.1183500000000002 6.0302000000000016 -0.77620499999999992 -1.4817499999999997 3.1415000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 12 4 -4 6 7 18 24 13 11 23 -2 16 22 -16 -5 -11 19 -6 -21 -3 -15 -9 25 27 -26 -7 -29 -23
right_child=1 21 3 9 5 8 -8 10 -10 17 -12 -13 -14 14 15 -17 -18 -19 -20 20 -22 29 -24 -25 26 -27 -28 28 -30 -31
leaf_value=0.00091395847189107069 0.00016786664098921797 0.00020615219176273295 -0.00028076324808321777 -0.0018298545348018891 -0.029362448561808158 -0.0083342940608550197 -0.0062015154112005817 -0.001178628518674353 -0.018717601604294032 -0.0025179554548429208 -0.0020660505469269658 -0.0061212706395912635 -0.0081516677290837999 -0.0010792111358259653 0.0023486211965524262 0.016527255292617737 -0.010632602936924904 -0.012685247062010661 0.0032592815634879205 -0.01291487826448348 -0.0055512332006116367 0.001696090212714574 0.0088291650202173069 -0.0042472293824215223 -0.0017632706778751717 -0.0014990392155760299 0.0057539232372909874 0.0042140659164558621 -0.0047876528329879606 0.010053460784379589
leaf_count=131996 7511 8261 2788 10887 29 1127 5053 2414 64 367 5641 3481 234 2573 348 133 213 252 165 306 2656 22377 156 4191 7240 2658 341 284 1698 208
internal_value=0 -0.0257621 -0.0517072 -0.058745 -0.0682921 -0.0729709 -0.08686 -0.0769135 -0.0481833 -0.0330781 -0.0681733 -0.0831915 -0.00166984 -0.0287497 0.0100684 0.125382 -0.0399754 -0.133143 -0.120467 -0.130709 -0.126239 0.0270684 -0.0102562 -0.0625143 -0.0466195 -0.0704347 -0.0285028 -0.10502 -0.069956 0.0354612
internal_count=225652 93656 62810 55065 40136 37348 23936 18883 13412 14929 15727 10086 7745 14310 3210 481 11100 619 3156 2991 2962 30846 2729 6605 13348 5767 7581 3109 1982 22585
shrinkage=0.05


Tree=17
num_leaves=31
num_cat=0
split_feature=119 99 5 15 94 10 61 19 7 43 46 46 70 110 2 84 39 18 48 110 12 71 76 33 100 0 15 84 82 61
split_gain=43.9947 17.4989 15.3879 9.11906 8.81983 8.58235 8.59242 7.18059 7.98429 7.15628 7.78485 6.80984 7.35433 6.60356 6.98652 6.58906 6.33043 6.29113 8.39233 7.87403 7.03806 6.16194 6.97822 7.2464 8.18614 7.02806 6.91178 6.06083 5.99918 5.93261
threshold=1.0000000180025095e-35 -1.4262499999999998 4.7104000000000008 2.9052000000000002 3.4140500000000005 1.5166500000000001 2.2244500000000005 -1.3422499999999997 -3.8305499999999992 3.7228000000000003 0.09144250000000001 2.3009500000000007 -4.5530499999999998 1.8963500000000002 7.2034000000000011 -1.7467499999999998 -5.0441999999999991 2.0072000000000005 0.24846500000000002 -2.3435499999999996 0.47159000000000001 -0.31828999999999996 0.60056500000000013 -1.7056499999999997 -1.0161499999999999 -2.3924499999999997 14.178500000000001 -0.3778399999999999 -2.0360999999999998 1.2803500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 5 9 7 21 -7 11 -9 -1 -11 16 -13 14 -5 -4 -2 -10 -19 -20 -21 22 -3 24 -24 -25 29 -14 -15 -27
right_child=4 2 15 13 -6 6 -8 8 17 10 -12 12 27 28 -16 -17 -18 18 19 20 -22 -23 23 25 -26 26 -28 -29 -30 -31
leaf_value=0.00026014204535038419 0.0078018328185370358 -0.0033100751602780157 0.0045151929554872608 -0.00061038407496085269 -0.00099075732446035148 0.00023783803839503767 -0.0079139111985612864 0.013805400150886271 0.002157844575117016 -0.0082257951312519687 -0.00095717893816375495 0.03270429164520465 0.00013290023461800239 -0.0013368598323700532 0.0042284966880357334 -0.0063180638009322073 0.00054053035683036333 -0.0074783753482334965 -0.015432357416615229 0.00054396632314318853 0.018456373718692087 -0.00092541694501018261 -0.00088726431101702964 -0.012091748943770088 0.011364051574045075 -0.0001126016013981665 -0.010379721098579467 0.0034723864841478842 -0.004729496107514327 -0.004504046815271957
leaf_count=81155 303 7241 152 18668 4550 13827 331 144 18741 495 1440 20 2061 4893 777 1833 31958 392 44 138 91 24537 314 154 241 4250 200 3987 1776 939
internal_value=0 -0.00863541 -0.0233572 -0.00135311 0.0225776 -0.0200607 0.000945165 0.0259102 0.0415061 0.00376982 -0.0563318 0.0179554 0.0486895 -0.0176533 -0.00834056 -0.10977 0.0121746 0.0397652 -0.055818 0.0787966 0.15324 -0.0279127 -0.0452119 -0.0202879 0.0886535 -0.0311959 -0.0251765 0.0466875 -0.0448068 -0.0181455
internal_count=225652 163223 54019 109204 62429 52034 14158 57879 19550 83090 1935 38329 6068 26114 19445 1985 32261 19406 665 273 229 37876 13339 6098 555 5543 5389 6048 6669 5189
shrinkage=0.05


Tree=18
num_leaves=31
num_cat=0
split_feature=117 119 108 124 41 63 11 67 94 76 12 1 55 19 75 7 3 5 43 75 2 111 109 20 16 1 30 68 90 97
split_gain=96.6234 110.994 19.9 12.4451 10.4437 9.58312 9.47151 7.11967 7.59573 8.3956 7.04635 6.90931 7.07102 6.64627 6.55199 6.543 6.30539 8.02002 8.54445 8.20055 7.92629 7.3995 6.18385 7.50879 7.19293 6.49567 8.7984 8.52664 6.62907 6.61643
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.4099499999999998 7.5000000000000009 -1.6498499999999996 -1.1396499999999998 1.2817000000000003 -0.69176999999999988 -0.2871749999999999 -1.5352499999999998 2.2198500000000005 -1.9367499999999997 2.7135500000000001 -1.6774999999999998 1.4733500000000002 5.7435000000000009 6.1175000000000006 0.38145000000000007 0.6486050000000001 2.2532500000000004 7.2034000000000011 0.26614500000000002 0.49770500000000001 0.14018000000000003 -3.1604999999999994 -0.81855499999999981 0.052356500000000007 4.3973500000000012 1.9765500000000003 4.0566000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 11 16 7 8 -7 -10 -9 12 -4 -5 -8 22 17 18 -6 20 21 -20 24 -24 -11 27 -27 28 -25 -28
right_child=1 -3 3 13 5 6 14 10 9 15 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 -22 -23 23 25 -26 26 29 -29 -30 -31
leaf_value=0.00087152333383328439 0.00015461908332600516 0.0012279167340324317 -0.0098748145899530456 -0.00079167425813852534 -0.0073267276655887767 0.0003593131012072689 -0.0045587723053104332 -0.0051571856991228359 0.00061750753958410808 0.0061310548771871254 0.019315111450850964 -0.0041633718145546198 0.001993396901525557 -0.0030287606185755381 -0.00038764704414864706 0.0046891270742680027 -0.010420519502818261 -0.0017392130768351622 -0.0014171684022067403 -0.0076541262012474317 -0.02228894825279713 -0.0080819827735330134 -0.004578771497083101 -0.0034385099060212573 -0.0060625108065034388 -0.0032012749932430412 0.0089058604844467482 -0.013788745392980818 0.011410204658137732 -0.0027150811824184027
leaf_count=131996 6637 30846 977 10249 2163 5409 5054 1506 2120 128 30 8143 144 4911 1157 260 367 3348 3329 970 50 476 1496 360 2194 405 512 159 95 161
internal_value=0 -0.024566 -0.0486909 -0.0548093 -0.0638588 -0.0552389 -0.0428493 -0.0291228 -0.0216776 -0.0414653 -0.0935842 -0.0934002 -0.167005 -0.0303273 -0.0756353 -0.0612381 -0.0796013 -0.0750277 -0.0943086 -0.0708963 -0.0502165 -0.0450185 -0.068553 -0.0399623 -0.107807 0.005672 0.0524333 -0.0764269 -0.00676458 0.122516
internal_count=225652 93656 62810 56173 41013 31749 21046 14835 13299 7890 1536 9264 1121 15160 6211 5770 10703 10336 6988 4825 3855 3805 5510 3188 2322 1692 1078 614 455 673
shrinkage=0.05


Tree=19
num_leaves=31
num_cat=0
split_feature=117 119 81 124 4 45 71 39 11 45 16 67 55 9 47 76 59 16 9 78 77 111 32 46 29 95 58 44 93 109
split_gain=87.2026 100.172 18.5732 11.028 10.2495 11.446 10.5088 9.23209 8.32058 7.21242 6.93919 6.93134 6.40507 6.35774 8.70422 7.73247 7.96642 6.35711 6.31909 6.11819 6.03303 6.39842 6.05328 6.00677 5.87662 8.07434 5.85993 5.81368 6.11967 5.84088
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0255499999999995 7.5000000000000009 0.28494000000000003 -1.05555 3.5583500000000003 0.27759500000000009 -1.7927499999999996 2.2792500000000007 -0.72157499999999997 -0.69833999999999985 -1.88045 -4.6197999999999988 8.9847000000000019 -0.98688999999999993 -3.6170999999999993 2.7364000000000002 2.2399500000000008 -1.4028499999999997 -0.019317499999999998 -0.46451499999999996 -0.79430499999999993 -1.6774499999999997 -4.5755499999999989 9.1716500000000014 -1.2456499999999997 -1.3888499999999999 -5.9335999999999993 -6.6409499999999992
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 23 4 5 17 9 8 10 13 -6 12 -10 15 24 -7 -17 -4 -13 -5 21 22 -19 -2 26 -26 -15 -14 29 -29
right_child=1 -3 3 19 7 6 -8 -9 11 -11 -12 18 27 14 -16 16 -18 20 -20 -21 -22 -23 -24 -25 25 -27 -28 28 -30 -31
leaf_value=0.00082794729280242065 0.0018343952865030263 0.0011665207583845521 -0.0050980476773243352 0.00031855449202370794 0.011620960970614831 0.013155966739788767 0.0008050278732377403 -0.00066259633564133796 -0.00017180078406735746 -0.0071752809795858352 -0.00049232418460438433 -0.007472389100811232 0.0040465268920710749 0.013849194059148431 -0.010665771780807116 -0.014878842382667921 0.0060911805851867904 -0.010384397192493729 0.0073456901272660807 -0.0020462937455211117 -0.02057381197359533 -0.010494017285147145 0.024234056406255283 -0.0010656799340219001 -0.0031175051982696095 -0.022313121807846156 -0.016071813758462668 -0.0057194829908571478 -0.0035155908836317917 -0.018359195628651868
leaf_count=131996 2792 30846 5812 3606 154 131 1590 6624 1694 1206 509 1349 235 90 391 78 108 23 76 11323 124 309 28 4953 13862 55 20 283 5250 135
internal_value=0 -0.0233377 -0.0462564 -0.0527055 -0.0613365 -0.0745574 -0.0614227 -0.042021 -0.0616975 -0.0691551 0.0464264 -0.0696432 -0.0576387 -0.0630698 -0.0661498 0.0770176 -0.054054 -0.111131 -0.133642 -0.0295016 -0.221243 -0.155719 0.172436 -0.000404599 -0.0620476 -0.0638673 0.16818 -0.0731934 -0.0795835 -0.196034
internal_count=225652 93656 62810 55065 40136 23827 17531 16309 9685 15941 663 9022 7597 14735 14418 317 186 6296 1425 14929 484 360 51 7745 14027 13917 110 5903 5668 418
shrinkage=0.05


Tree=20
num_leaves=31
num_cat=0
split_feature=117 119 92 10 44 66 7 92 23 71 48 32 105 56 20 86 39 43 5 39 13 19 80 64 10 108 83 84 92 111
split_gain=78.7004 90.4051 17.4374 9.82088 12.2816 9.27413 8.57157 7.53809 6.3261 5.83006 7.05597 6.02236 5.96761 7.63502 5.9748 5.89177 6.29873 5.81089 7.51805 6.81808 6.87982 6.78451 7.12999 6.39565 6.16587 6.16417 5.77902 5.77119 5.72964 7.15145
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 -0.25613499999999995 -1.38045 -1.5126999999999997 -2.6968499999999995 1.2292500000000002 2.7672500000000002 3.4339500000000007 -0.54866499999999985 5.3016500000000013 1.9649500000000002 -0.87414499999999984 1.1009500000000003 2.9121000000000001 -1.9275499999999999 1.3530500000000003 -0.71140999999999999 2.3432500000000007 -0.60759499999999989 4.2937500000000002 2.0471500000000007 -46.954999999999991 3.1415000000000002 -3.1294499999999998 22.256500000000006 -1.80385 5.0190500000000009 3.4208500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 -4 -6 -5 26 28 10 -8 -12 13 14 -11 -13 -17 18 -3 20 25 -22 -23 -19 -25 -20 -7 -27 29 -9
right_child=1 17 3 6 5 7 9 8 -10 12 11 15 -14 -15 -16 16 -18 23 19 -21 21 22 -24 24 -26 27 -28 -29 -30 -31
leaf_value=0.00078654962642137061 2.4533545719629246e-05 0.0027198874436992915 0.00098649127774483639 -0.005497207261496849 -0.0028702310394559368 -0.0060015862834727502 -0.002710798699534148 7.8141444215649056e-05 0.0039455914676787465 -0.0018660022603533659 -0.0008858906229656455 -0.0072854209741855637 0.0072264396075932495 0.0038365439944288053 -0.014717076986449439 0.026335321424099119 -0.0011274285632062633 0.020823126166619157 -0.013731142679045414 -0.0015936370481156499 0.0018774649980294073 0.011286446531308052 -0.0047294030965933298 -0.00056407221127997723 0.0087425046699958764 0.0041280961729615196 -0.017922285270805544 -0.0004803892891671071 -0.0074794122578786051 -0.0074561066106130754
leaf_count=131996 7743 8027 1564 1608 14429 4537 14262 1102 299 742 13413 663 318 631 103 26 106 36 81 2430 7485 362 86 6479 183 789 104 4888 719 441
internal_value=0 -0.0221708 -0.0439436 -0.0501915 -0.0658459 -0.0720334 -0.0387989 -0.101342 -0.0577899 -0.0350188 -0.0385029 -0.0227301 0.0202724 -0.00649828 -0.0686493 -0.107296 0.085638 0.0221639 0.0293925 0.0169418 0.0256059 0.0447039 0.16424 -0.00389702 -0.00616855 -0.000706139 -0.125374 0.00320213 -0.0758597 -0.041504
internal_count=225652 93656 62810 55067 23195 21631 31872 7202 2561 30264 28470 14208 1794 1476 845 795 132 30846 24148 16121 13691 7933 448 6698 6662 5758 4641 5677 2262 1543
shrinkage=0.05


Tree=21
num_leaves=31
num_cat=0
split_feature=117 119 81 124 4 41 71 39 18 46 64 62 71 92 92 5 62 48 100 110 84 21 110 41 58 76 10 13 39 87
split_gain=71.0271 81.5906 15.938 9.90987 9.12536 9.1693 10.0993 8.26441 7.3972 7.09643 7.03052 6.8514 6.27793 6.14121 8.46534 8.46872 6.77322 6.76065 7.1616 6.31029 7.41078 6.60674 6.25064 6.06844 6.01102 8.56405 6.13851 6.19271 6.09102 5.80412
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0255499999999995 7.5000000000000009 0.28494000000000003 -1.2482499999999999 3.3277500000000004 0.27759500000000009 62.029500000000006 3.7232000000000003 4.068550000000001 0.83197500000000013 -3.4819499999999999 -0.053707499999999991 -2.1895499999999992 4.2303000000000006 -2.1639499999999994 1.6623500000000002 5.0314500000000004 1.5196000000000003 3.6075500000000003 -1.4232499999999997 0.87402000000000013 4.3303000000000011 -5.2285499999999994 -0.83878499999999989 1.0462500000000003 1.9875500000000004 4.0638000000000014 -0.94593499999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 5 8 23 9 12 10 -6 -12 -4 14 16 19 -5 18 -18 22 -21 -22 -16 24 25 -7 27 -26 -29 -24
right_child=1 -3 3 13 7 6 -8 -9 -10 -11 11 -13 -14 -15 15 -17 17 -19 -20 20 21 -23 29 -25 26 -27 -28 28 -30 -31
leaf_value=0.0007472222861455508 3.6411101526185131e-05 0.0010527849487660718 0.0028590235966298961 -0.0053640733446609157 -0.0019544739230431978 0.010365653533728855 0.00063298718807992913 -0.0005228584417443417 0.014005221642553807 -0.0081722491778266609 -0.0093437257094894765 -0.0013015592410817916 -0.0056425084335762392 -0.00029581627755978864 -0.002561217352684966 -0.01243446812276607 0.0075055125570547623 -0.0056304266470773474 -0.01712689063241405 -0.0065454737624113871 -0.016434034431974092 0.0095599838885281133 0.0096382444072973562 -0.0075648469191331134 -0.0033737341987375409 -0.0086396548618701673 -0.0019641615016499745 -0.0071799570052888985 0.012563292356207968 -0.00018945626244206744
leaf_count=131996 7745 30846 226 247 7992 186 1855 6624 50 581 677 435 5546 7641 3669 230 613 145 31 1410 30 132 203 780 7216 87 6169 1672 40 578
internal_value=0 -0.0210623 -0.0417464 -0.0477205 -0.0559023 -0.0683771 -0.0572221 -0.0376768 -0.102875 -0.0562935 -0.0494553 -0.123955 -0.106193 -0.0257243 -0.0464917 -0.0603653 0.0372318 0.0824723 0.126396 -0.0531726 -0.107636 0.0949255 -0.0339328 -0.0652487 -0.0608819 0.0861803 -0.0635413 -0.0803029 -0.134373 0.0472998
internal_count=225652 93656 62810 55065 40136 23827 18005 16309 5822 9685 9104 1112 5772 14929 7288 6252 1036 789 644 6022 1572 162 4450 16150 15370 273 15097 8928 1712 781
shrinkage=0.05


Tree=22
num_leaves=31
num_cat=0
split_feature=117 119 108 124 76 10 92 5 11 14 97 102 85 67 13 18 61 47 15 6 107 100 101 6 48 47 101 3 30 87
split_gain=64.1019 73.6356 14.7792 9.22475 7.79069 8.46031 6.28834 7.38843 6.12395 7.3687 7.43329 7.18233 7.03321 6.97159 6.15084 6.22959 6.094 5.83195 5.79879 7.64904 6.25783 5.78427 5.70235 5.58875 6.01631 5.59378 5.57067 6.57758 6.908 5.72006
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.4099499999999998 7.5000000000000009 -2.6357499999999994 0.9251950000000001 -0.053707499999999991 4.2303000000000006 -0.45176499999999992 -0.93666999999999989 5.6171500000000014 6.0406500000000003 1.9210500000000004 4.3301000000000007 -0.27596499999999996 4.5456000000000012 -1.2373499999999999 1.8065500000000003 -1.44275 -2.1226499999999997 0.16176500000000002 11.495500000000002 25.076500000000003 -0.36033499999999991 0.43924500000000005 12.998500000000002 13.594500000000002 -1.3558499999999998 -3.4311999999999996 -2.2297499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 4 -4 8 7 -5 9 10 21 14 -12 -11 15 16 -10 -9 19 20 -7 -6 -18 -3 25 -25 27 28 -20 -30
right_child=1 23 3 6 5 18 -8 17 11 13 12 -13 -14 -15 -16 -17 22 -19 26 -21 -22 -23 -24 24 -26 -27 -28 -29 29 -31
leaf_value=0.00070986096718025113 0.00024835002480622868 0.00021661207274742186 1.7016446275383602e-05 -0.0019321336129407521 -0.0053801803893050084 -0.020103357586206176 -0.0002014179203854558 -0.0046860929589696279 -0.017071929115647543 -0.001480718766885528 0.012524738378430668 0.0039916869340653437 -0.003791846783392748 -0.011654846309575924 -0.0039177858649268758 0.0052480385587033301 -0.0080895414319178804 -0.019953819584101442 0.025211409301984879 -0.0024967376098421704 -0.0063754439938629691 -0.026464802218657553 0.018642087085616023 0.00091807278453226449 0.0027295540009321202 -0.016188650338638887 -0.0087360599834440094 -0.00017245905339747901 0.0031563318433451568 -0.0045901665663719178
leaf_count=131996 6637 13096 2592 7109 2274 102 7784 167 217 7989 114 276 157 172 13858 72 399 100 21 2942 446 33 21 10780 6922 48 234 6946 273 1875
internal_value=0 -0.0200091 -0.0396591 -0.0449318 -0.0527229 -0.0563028 -0.023854 -0.0447763 -0.0668153 -0.0486255 -0.0952317 -0.0799757 0.0614391 -0.0339029 -0.0830036 -0.17385 -0.205364 -0.208087 -0.0353563 -0.0701398 -0.178613 -0.113636 -0.135059 0.0200029 0.0315648 0.0168448 -0.0223716 -0.0184604 -0.0665324 -0.0721125
internal_count=225652 93656 62810 56173 41013 38421 15160 7376 25582 10739 2578 14843 271 8161 14567 709 637 267 12839 3490 548 2307 420 30846 17750 10828 9349 9115 2169 2148
shrinkage=0.05


Tree=23
num_leaves=31
num_cat=0
split_feature=117 119 75 75 83 110 63 11 7 55 124 25 20 26 23 43 41 46 43 111 66 15 15 33 30 54 103 71 84 10
split_gain=57.852 66.4561 13.753 8.94618 9.2126 9.51513 7.63184 9.19226 7.27121 6.75186 6.4318 6.76049 8.12332 7.76613 7.75031 6.36338 7.40906 6.34708 6.33456 6.29718 6.35411 6.12152 8.15909 6.64849 6.9373 9.31571 8.72672 5.99275 5.92281 5.89682
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -21.209999999999997 -3.7802499999999992 -1.1332499999999996 1.7141500000000003 -0.94219499999999989 -1.2412499999999997 3.0289500000000005 2.4041500000000005 1.0000000180025095e-35 -0.67481999999999986 -1.3104499999999997 -2.0669499999999998 2.7672500000000002 0.60309000000000001 1.3068500000000001 4.221350000000001 0.23680500000000002 1.1794500000000003 1.3515000000000001 0.65251500000000007 -0.11162999999999999 0.86367000000000005 0.59125000000000016 -0.12880499999999998 3.6398500000000005 -1.0518499999999997 -1.7840499999999999 0.76948000000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 10 6 9 17 -8 -9 -6 11 13 -13 -4 -15 18 -17 29 19 20 -11 22 -10 24 25 27 -26 -23 -18 -5
right_child=1 -3 3 4 5 -7 7 8 21 15 -12 12 -14 14 -16 16 28 -19 -20 -21 -22 23 -24 -25 26 -27 -28 -29 -30 -31
leaf_value=0.00067436799279575396 0.00074320102704283778 0.00095013844829289055 -0.0059662704635316186 -0.0032819125860731936 -0.0027728613420500391 -0.0061100054690662736 0.0010791633519269901 -0.0017767403321950492 0.00080500579005029842 -0.0080690383581685371 -0.0028524008720344557 0.014166851173320864 -0.0041559914343333448 -0.017319072915181036 0.0060667553450912239 0.011283269406489606 0.019752929969267412 -0.0074960595722716452 -0.015540497514762379 0.015534089754025142 0.015635986136538643 0.01258576621386138 0.009315837517893286 -0.0057126233832977061 -0.005039206291083247 0.012902366956902875 0.023834886082581112 -0.006546256407164038 -0.0089548796529368476 -0.0011258080739010403
leaf_count=131996 4616 30846 977 6600 10188 2117 4372 19119 914 147 3916 73 353 310 40 265 22 603 76 57 35 55 407 533 400 225 28 160 98 6104
internal_value=0 -0.0190087 -0.0376761 -0.0418437 -0.0377703 -0.060857 -0.0301731 -0.0202719 -0.0286502 -0.0489298 -0.0795843 -0.129928 -0.0203232 -0.165114 -0.292928 0.0460723 0.132314 -0.0496771 -0.0593348 0.0206321 -0.0702076 0.0197064 0.0685438 -0.0263424 0.0276392 0.115811 -0.0630049 -0.0330404 -0.0738356 -0.044919
internal_count=225652 93656 62810 58194 52525 13005 39520 26213 21841 10888 5669 1753 426 1327 350 700 385 13307 315 239 182 2722 1321 1401 868 440 428 215 120 12704
shrinkage=0.05


Tree=24
num_leaves=31
num_cat=0
split_feature=117 119 65 10 48 27 31 103 34 80 11 20 109 98 29 108 59 47 35 11 51 85 49 25 85 70 94 20 17 7
split_gain=52.2114 59.9766 12.8347 11.8494 8.6619 8.36122 7.94562 7.09723 9.29056 7.3908 6.97518 8.13554 7.54899 9.81432 6.92444 6.29479 6.40414 6.23752 6.00798 6.78479 6.28107 6.97374 7.64096 6.37499 6.26719 6.11237 5.9946 5.92982 6.36021 5.8857
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -1.7418499999999997 -0.25613499999999995 -0.54866499999999985 3.2152000000000007 6.4810000000000008 1.6747500000000002 19.341500000000003 27.209500000000002 1.3611500000000001 -1.71905 0.79243000000000008 -0.45026499999999997 -1.7659499999999999 -1.2684499999999999 -6.5512999999999986 606.40000000000009 -1.2021499999999998 -0.061141499999999994 13.7735 1.4789500000000004 -0.5230999999999999 -0.99262499999999998 -1.3281499999999997 -1.7774499999999998 4.4239500000000005 0.31301500000000004 15.090000000000002 -2.6968499999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 5 7 29 15 10 9 -9 18 11 12 13 -6 17 16 26 -11 20 27 21 22 24 -23 -4 -22 -2 -20 -29 -5
right_child=1 -3 3 4 6 -7 -8 8 -10 14 -12 -13 -14 -15 -16 -17 -18 -19 19 -21 25 23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00064064962077115971 0.0045247232891448769 0.0009026315567282903 -0.0072470337028819991 -0.0066497061974727188 -0.014577259755005007 -0.0077770375763363854 -0.006922678547792333 -0.0010566085992038223 -0.014523381282660095 -0.0011228627682506266 -0.0019928391115733358 0.00086552687916077839 0.00094575738723584038 0.00035503184819807776 0.022844077553600073 -0.0013929611414830294 0.00031367275495402256 0.024845998421311379 -0.0022751167935400923 -0.0078195319668795185 0.027844111191538665 -0.0044980189583518288 -0.0061896017098616455 -0.00022198101556486364 -0.00073135254307398726 0.0020583697002042422 0.023040350946579496 -0.0083553911965655557 0.020229203961789607 -0.0021854994770856479
leaf_count=131996 306 30846 482 780 276 391 493 4304 132 308 4809 7979 374 183 40 7633 7413 25 1813 1806 26 1375 3096 2381 1575 198 51 721 20 13820
internal_value=0 -0.0180583 -0.0357923 -0.0440775 -0.0314031 -0.0111288 -0.0137382 -0.0639623 -0.0291467 -0.0751005 -0.00922423 0.00749296 -0.086546 -0.172477 0.0637572 -0.00746295 0.0125737 0.016535 -0.0789391 -0.109479 -0.0643595 -0.0685178 -0.0924043 -0.0357471 -0.0451624 0.101027 0.143396 -0.0763073 -0.151678 -0.04848
internal_count=225652 93656 62810 47016 28714 15794 14114 18302 4436 13866 13621 8812 833 459 373 15403 7770 333 13493 4360 9133 8909 5153 3756 2057 224 357 2554 741 14600
shrinkage=0.05


Tree=25
num_leaves=31
num_cat=0
split_feature=119 67 5 10 34 1 77 94 61 19 44 2 99 103 59 37 52 37 61 111 11 80 110 88 57 37 99 104 101 40
split_gain=19.7523 14.3459 11.7378 8.94728 9.64757 8.71779 8.21504 7.80485 7.14215 6.37568 7.0712 6.48276 6.3488 7.35254 7.23629 7.01994 6.26842 6.26284 6.2499 8.60682 6.24728 6.0255 6.11362 5.90712 5.84586 5.81392 6.20447 5.76688 6.67385 6.93058
threshold=1.0000000180025095e-35 -1.7666999999999999 6.3481500000000013 0.82103500000000007 -1.1952499999999999 -0.37045999999999996 -1.32175 3.4140500000000005 8.0734500000000029 -1.3422499999999997 3.0328500000000003 -2.3904499999999995 6.5307000000000004 -0.34612999999999994 1.7270500000000004 5.8276500000000011 0.89430000000000009 -1.8695499999999996 18.157000000000004 -21.150499999999997 -1.1055499999999998 -1.4909499999999998 1.7505500000000003 -0.15955499999999997 5.162700000000001 3.9294500000000006 4.0347000000000008 2.7936500000000004 3.7591500000000004 -1.6109499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 12 4 6 8 -1 9 16 10 -2 -11 13 17 -14 27 24 -3 21 -20 -4 -6 -23 -22 -5 26 -18 -15 29 -29
right_child=7 2 20 5 18 -7 -8 -9 -10 11 -12 -13 14 15 -16 -17 25 -19 19 -21 23 22 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=0.0010258363491980353 0.00023852119903484235 0.0038908882176108129 -0.001154328541137105 -0.00086314101698530411 0.00055001445389149333 0.0011406565751377424 -0.00034992530259344309 -0.0012375384745586578 0.029553324352018535 0.0057521925859218004 0.0020765226903991566 0.0014459625386161901 0.0028567203001280315 -0.0026120558099950787 -0.0061903008619579036 0.0085728438166033944 0.0025216229161113698 -0.00086292583274167776 0.0018866647841879033 -0.011050373915996817 -0.0093400196342995883 -0.00075059137832613398 -0.0023859664227730022 -0.027087145657451069 -0.015456517126438194 -0.0021945580696439925 -0.0047364484319510087 -0.0091184021995609835 -0.018168995343148708 0.015871272788744822
leaf_count=17066 32076 725 215 12598 6822 24667 29795 4550 20 917 6253 18633 1659 10793 255 146 3825 15614 206 342 356 29344 7097 54 69 1055 319 36 24 121
internal_value=0 -0.00578618 -0.0255431 -0.00133754 -0.00695166 0.010625 0.00302209 0.0151282 -0.0061839 0.0182632 0.0107675 0.032959 -0.0226577 -0.0265392 0.0330279 -0.0463744 -0.00685249 -0.0130398 -0.0176197 -0.123744 -0.16115 -0.0162755 -0.0213817 -0.233549 -0.0188527 0.0223852 0.0392581 -0.0492725 0.127746 0.202823
internal_count=225652 163223 29998 133225 90672 42553 46861 62429 17886 57879 38329 19550 29373 27459 1914 11120 17866 16339 43811 548 625 43263 36441 410 12667 5199 4144 10974 181 157
shrinkage=0.05


Tree=26
num_leaves=31
num_cat=0
split_feature=117 119 81 124 4 45 16 36 90 20 71 52 78 92 70 73 3 28 92 35 23 20 55 67 6 92 46 114 86 27
split_gain=47.4738 51.8789 11.5028 7.97145 7.9762 8.10965 7.82775 6.78428 6.52877 6.55857 6.44712 6.59415 6.35682 6.86542 8.70674 6.22397 6.23972 6.8374 6.01566 5.92724 5.93758 6.95962 5.90908 6.17755 5.87606 6.41319 5.96857 6.11142 5.90581 7.76295
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0255499999999995 7.5000000000000009 0.95371500000000009 -1.05555 2.7364000000000002 2.2315500000000004 0.46373500000000006 -1.7808499999999998 -0.53801999999999983 -1.9748499999999998 -0.23720499999999997 3.7222000000000004 -0.015559499999999999 -3.5714499999999996 0.35707500000000009 0.72985500000000014 0.38250000000000001 1.9273000000000002 -2.3180499999999995 -1.51555 -2.0621499999999995 1.9468000000000003 2.7674500000000006 0.88948500000000008 -1.7203499999999996 1.0000000180025095e-35 -1.49915 2.1137500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 19 4 5 6 -4 22 9 -8 15 12 13 14 18 16 17 -7 -12 -2 -21 -22 23 -6 28 26 27 -26 -5 -30
right_child=1 -3 3 24 7 10 8 -9 -10 -11 11 -13 -14 -15 -16 -17 -18 -19 -20 20 21 -23 -24 -25 25 -27 -28 -29 29 -31
leaf_value=0.00061089255602102949 0.00037377251967419693 0.00081826521402961867 -0.003702898060258716 -0.0032778246496549829 0.0031106805968261981 0.0009476628109208636 0.019892800776731404 -0.0034040912737471115 -0.022136946321789471 -0.0086339002748730201 0.031656734986325444 -0.0018886547077744576 -0.0006526204339346595 -0.0044512670980878626 -0.00076193798246771793 -0.0037568436793744657 -0.0069499569945037365 0.01717518273368478 0.011737401902956784 0.011750632266380958 0.0025970245179321085 -0.016496205487288536 -0.0011403301053975437 -0.010854367242150364 0.011210125936461347 0.0068615088000511517 -0.0020513568071304201 -0.011410890736927588 -0.00047800929684139733 -0.0079596646897972141
leaf_count=131996 7490 30846 6858 2916 1383 185 21 2809 89 497 59 11900 577 83 86 7159 120 100 106 35 70 150 8020 84 175 468 844 36 10131 359
internal_value=0 -0.0172195 -0.033713 -0.0387883 -0.0461263 -0.055495 -0.0836918 -0.0249142 -0.192537 -0.149548 -0.0451642 -0.0314958 0.050502 0.160295 0.24274 -0.0683141 0.0522884 0.132831 0.377201 0.00237105 -0.147558 -0.208422 -0.0121327 0.0462209 -0.0190603 0.0398007 -0.00341924 0.147012 -0.0257472 -0.0146811
internal_count=225652 93656 62810 55065 40136 27840 7465 12296 607 518 20375 12811 911 334 251 7564 405 285 165 7745 255 220 9487 1467 14929 1523 1055 211 13406 10490
shrinkage=0.05


Tree=27
num_leaves=31
num_cat=0
split_feature=117 119 92 44 10 82 16 62 33 15 7 7 48 16 107 62 84 75 45 7 4 1 15 65 55 46 9 77 11 37
split_gain=42.8451 46.8207 10.9447 8.35191 9.61777 7.90712 8.04345 8.54563 9.21281 6.86535 6.80224 6.65508 6.55541 6.80331 6.89881 8.6789 9.75114 6.99047 8.45283 6.4143 6.60764 6.69344 6.16534 6.12933 5.91122 5.88298 5.85569 6.00782 5.74689 6.0158
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 -1.3888499999999999 -0.37726999999999994 -1.30575 -2.3196999999999997 2.9475500000000001 -1.6745499999999998 22.679000000000002 8.7442500000000027 -0.12522499999999998 -0.54866499999999985 2.7364000000000002 0.33404500000000004 -2.8414499999999996 -1.4673499999999999 -0.33866999999999997 -1.24115 -2.1876499999999997 -1.4901499999999996 -1.9849499999999998 -1.4983499999999996 71.439000000000007 3.8607500000000003 -1.6088499999999997 0.31453000000000003 -3.0718499999999995 -1.1736499999999996 1.7669500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 -2 11 5 9 7 8 24 23 -10 22 13 19 15 -15 25 -16 -19 20 21 -6 -4 -5 26 -17 27 -7 29 -14
right_child=1 -3 3 4 12 6 -8 -9 10 -11 -12 -13 28 14 17 16 -18 18 -20 -21 -22 -23 -24 -25 -26 -27 -28 -29 -30 -31
leaf_value=0.00058034786220920414 0.00015877908518859989 0.00077735198545525886 -0.0066050167834815392 -0.0022399428926616768 -0.0034498610267815993 -0.011885557790335857 -0.0046678693522811347 -0.01348098652193048 0.0016739670992565005 0.0014610254873458047 0.021509454515245226 0.0033944268239588455 0.00060276355378770187 0.0020190383845733271 0.010523708222299508 -0.012376687694340945 -0.011731438667156809 -0.019572082705991835 -0.0024234734105625507 -0.0013048340043549482 -0.008886275934625645 0.011170375092941172 0.00048894285791126018 -0.011211017584524204 -0.030268867060542104 0.021125722647105397 -0.01926551185611446 0.0038466532714664936 -0.00098595918901857511 0.0091245255272219081
leaf_count=131996 7743 30846 421 10257 991 95 7265 122 1094 1289 45 1316 812 180 97 20 726 76 1319 11616 588 85 1124 194 25 38 59 168 14767 278
internal_value=0 -0.0163585 -0.0320273 -0.0369772 -0.0398602 -0.0566638 -0.0791926 -0.0151954 0.00569271 -0.0396367 0.0491527 0.0156304 -0.0288967 -0.0433566 -0.0917068 -0.157642 -0.203107 -0.0491051 -0.0671547 -0.0344148 -0.0924815 -0.0458983 -0.0288821 -0.0481294 -0.136961 0.191463 -0.100594 -0.0367217 -0.014547 0.0555241
internal_count=225652 93656 62810 55067 52206 20613 8873 1608 1486 11740 1139 2861 31593 15736 2456 964 784 1492 1395 13280 1664 1076 1545 10451 347 58 322 263 15857 1090
shrinkage=0.05


Tree=28
num_leaves=31
num_cat=0
split_feature=117 119 108 7 44 32 10 97 103 78 29 23 4 24 5 30 31 105 84 9 83 83 82 94 71 68 13 5 82 114
split_gain=38.6677 42.2557 10.1541 8.18504 7.34369 7.04178 6.36966 10.0764 8.27439 7.20414 7.06905 8.92541 6.32626 6.00162 6.26047 8.40229 7.37378 5.99049 6.44724 5.90047 5.84142 8.16393 7.09289 7.78757 6.93127 6.65025 6.11346 6.00957 6.36795 5.77255
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0366499999999994 -0.51346499999999995 -1.3888499999999999 1.2038500000000003 -1.98925 8.7692500000000013 2.5894500000000007 -0.87965499999999996 -8.6161499999999975 -1.0343499999999997 0.51010500000000014 4.4687500000000009 2.6364500000000004 -2.2903499999999997 2.9574500000000001 15.982000000000001 -0.59909999999999985 -15.337499999999997 -1.3470499999999996 -1.0207499999999998 -1.2445499999999996 0.54527000000000003 2.6151500000000003 0.96115000000000006 1.9057500000000001 -0.20944499999999996 -0.71520499999999987 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 17 -4 5 -5 7 8 13 -9 11 12 -8 14 15 -6 -17 -2 -19 -11 -12 24 29 -24 -22 -25 -26 -27 -29 -23
right_child=1 -3 3 4 6 -7 10 9 -10 19 20 -13 -14 -15 -16 16 -18 18 -20 -21 21 22 23 25 26 27 -28 28 -30 -31
leaf_value=0.00055133057439499234 0.00016290174853300223 0.0007384843525177038 -0.0024598891428970981 0.0041899648982299765 0.0080290467753796526 -0.003611182388013754 0.028757297825068237 0.011437030644579368 0.0021134766276742589 0.018594950706594521 -0.00046578531967575746 -0.018172292420340162 -0.0086469470021816406 0.0012541523374986988 -0.0084005324725842049 -0.006421312856410677 -0.0010515089540672395 0.0020136918872594835 -0.028446957655251029 -0.0027230164194197368 -0.0080839546931469261 0.0060244168762453379 -0.00099546627233758301 -0.0069598400207008734 0.015086440177213762 -0.013477469595341846 -0.015096610055669493 0.031797961274097709 0.0024531894966083414 -0.0082878341920763609
leaf_count=131996 8795 30846 24276 1120 142 390 20 187 549 36 16379 124 26 423 1012 1736 1012 32 38 330 816 466 3585 1039 62 29 23 29 51 83
internal_value=0 -0.0155406 -0.030426 -0.0355803 -0.024438 0.043502 -0.0280813 -0.0588627 -0.0733768 0.0690614 -0.0207326 -0.223887 0.152315 -0.0880566 -0.100322 -0.0766187 -0.0888757 0.000938916 -0.290442 -0.0125233 -0.0192018 -0.0453906 -0.0303829 -0.0428634 -0.133371 -0.114545 0.138385 0.120442 0.261813 0.0772127
internal_count=225652 93656 62810 53945 29669 1510 28159 5427 4874 553 22732 170 46 4325 3902 2890 2748 8865 70 366 22562 6183 5282 4733 901 1148 85 109 80 549
shrinkage=0.05


Tree=29
num_leaves=31
num_cat=0
split_feature=117 119 65 124 75 97 63 54 27 93 6 25 7 18 115 69 65 93 27 51 9 35 64 49 111 97 8 9 32 32
split_gain=34.8976 38.1358 9.48402 9.98393 10.249 8.5267 8.80958 7.52263 7.25179 7.1766 6.90358 6.52706 6.75756 6.2897 6.2204 6.25729 6.15534 6.39882 7.50152 6.01909 8.20378 6.03154 6.8461 5.98555 6.10209 5.96868 5.94245 6.79261 7.08459 7.1066
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -1.7418499999999997 1.0000000180025095e-35 -3.6801999999999997 -1.6819499999999998 4.1111000000000013 -3.3443499999999995 3.2152000000000007 -34.504999999999995 5.7129000000000003 -15.315999999999997 -0.22779999999999997 4.5456000000000012 1.0000000180025095e-35 30.677500000000006 4.4459000000000009 1.8533500000000001 10.098500000000003 8.008300000000002 2.2076500000000006 -1.3889499999999997 -1.5175499999999997 4.0058500000000006 4.1772 -1.3998499999999996 0.94858500000000012 5.6744000000000012 8.8355500000000031 1.3843500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 8 4 23 6 10 -8 -2 -7 -5 -11 26 16 -6 -16 19 -18 -19 -14 21 -21 -23 24 -4 -15 -13 28 29 -28
right_child=1 -3 3 5 14 9 7 -9 -10 11 -12 12 13 25 15 -17 17 18 -20 20 -22 22 -24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00052376399186951968 -0.00021447799167801561 0.00070156010196213172 -0.0087735055239940921 -0.003329136427228499 -0.0032081919353615404 0.0082171418408795108 0.012460415239135424 -0.013746056967907273 -0.0071096917771546128 -0.0083411052431555301 0.014270923927164914 -0.0026040621178376553 -0.0015571796684086859 0.012498491218508181 -0.00032056907132854825 -0.013536749597962784 0.00077807313557705187 0.013930793766760164 -0.011677210405468942 0.0069951266432419813 0.021637758364280068 0.008845675884392756 -0.0049740553214238379 -0.013933852454647422 -0.0022511454253906832 0.001556608932164868 -0.00066996611435198538 -0.0075976828263598197 -0.0099491746548963141 0.0041331505933983022
leaf_count=131996 15403 30846 694 2475 7958 205 30 314 391 314 57 9542 10341 134 3377 92 2059 180 34 312 54 116 394 240 742 1783 4123 322 177 947
internal_value=0 -0.0147636 -0.0289047 -0.0360267 -0.0594704 -0.0269688 -0.0790585 -0.229212 -0.00770355 -0.0221419 -0.0586585 -0.0233818 -0.021906 -0.00716915 -0.0487595 -0.0134214 -0.0147857 0.0326667 0.197245 -0.0244015 0.0551881 0.0303844 -0.0366149 -0.132497 -0.108066 0.0464291 -0.0369315 -0.0109737 -0.00232201 0.00454368
internal_count=225652 93656 62810 47016 13103 33913 2876 344 15794 31037 2532 30832 30518 15407 11427 3469 13490 2273 214 11217 876 822 510 1676 1436 1917 15111 5569 5247 5070
shrinkage=0.05


Tree=30
num_leaves=31
num_cat=0
split_feature=118 119 85 124 4 45 71 36 11 60 15 84 55 3 40 97 35 11 44 45 58 76 9 59 48 1 80 2 43 5
split_gain=31.4951 34.4175 8.69934 6.84859 6.84723 7.59828 7.30923 7.16271 6.83522 6.84448 6.17514 6.026 6.02211 5.5695 5.89238 8.1248 5.50894 9.40283 5.78417 5.45069 6.62776 9.31407 6.52018 6.91973 6.47336 5.96158 5.35066 7.51087 5.76016 7.02652
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0555999999999996 7.5000000000000009 0.28494000000000003 -1.05555 3.3277500000000004 2.9434 -1.5383499999999997 -0.54106999999999983 1.7288500000000002 -2.0337499999999995 -2.2305499999999996 -2.3240499999999993 -1.3109499999999998 1.2341000000000002 0.56242500000000006 -1.8155499999999998 -0.85959499999999989 2.2792500000000007 -5.2285499999999994 -0.74505999999999994 -5.4484999999999992 -4.1099499999999987 9.9297500000000021 -0.6093949999999998 27.209500000000002 5.1790000000000012 1.3530500000000003 -0.71140999999999999
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 16 4 5 -4 11 12 9 10 -9 -7 -6 14 15 -8 -1 18 -18 20 21 25 23 -22 -24 -13 28 -28 29 -3
right_child=-2 26 3 -5 7 6 13 8 -10 -11 -12 19 -14 -15 -16 -17 17 -19 -20 -21 22 -23 24 -25 -26 -27 27 -29 -30 -31
leaf_value=0.00054906197353420539 0.00049757584037054918 0.0023158434415072701 -0.0039640307234448712 -0.00067940018814377035 0.0020946769770623323 -0.0091048052837067409 -0.0082902185147605747 0.0046483576146734732 -0.0042181651134028005 -0.011942676918686562 0.028761491083329722 0.019883304587437201 -0.001068412318731471 -5.2698542423887452e-05 0.014012541386704797 0.027210808154195548 -0.00050023798135213589 -0.011859069051357305 0.026282111925750296 -0.0054231540893480961 -0.0102504956777449 -0.008260276314357053 -0.0019188367443545491 0.019731408446582398 -0.0087394295009870487 -0.0035843813791871073 -0.0078952372198597184 0.021176786557771266 -0.00056171224870818395 0.00049282169689676919
leaf_count=7240 131996 7914 6296 14928 1726 317 83 185 2573 53 31 109 11739 1507 156 20 241 246 22 1169 27 69 13613 67 357 36 299 24 6694 15915
internal_value=0 -0.0140254 -0.0274594 -0.0318744 -0.0386763 -0.0494824 -0.0387801 -0.0228876 -0.0685063 0.0831666 0.162181 -0.0456146 -0.0132591 0.0222273 0.15769 -0.0279363 0.00391154 -0.0966476 0.0348022 -0.0428138 -0.0374388 0.137223 -0.0400965 0.222392 -0.0418627 0.281137 0.0133296 -0.114702 0.0146845 0.0219655
internal_count=225652 93656 62810 55061 40133 23826 17530 16307 2842 269 216 15764 13465 1766 259 103 7749 509 263 15447 14278 214 14064 94 13970 145 30846 323 30523 23829
shrinkage=0.05


Tree=31
num_leaves=31
num_cat=0
split_feature=117 119 92 79 90 42 83 61 1 22 39 42 42 13 10 92 68 15 108 60 42 85 92 103 53 60 94 98 56 34
split_gain=28.4243 31.0618 8.37383 6.46293 7.37017 6.03461 6.08134 7.99273 6.53903 6.12813 7.4957 6.05253 6.9186 6.17898 6.05092 5.77531 6.40701 5.73321 5.46355 5.39196 5.38348 6.379 5.48073 5.45429 5.27423 5.78121 5.64779 5.26074 5.18732 6.35691
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1895499999999992 46.166500000000006 -4.5322499999999986 11.943500000000002 -1.3545499999999999 2.0840500000000004 2.3195500000000004 -2.1059499999999995 2.6909500000000004 -2.7399999999999998 -1.1595999999999997 -2.3247499999999994 2.3524500000000006 -0.26986499999999997 -1.1393499999999996 1.1597500000000001 -3.5189499999999998 -1.7849499999999996 1.8514000000000002 27.049000000000003 0.85662500000000008 4.0483500000000001 11.787000000000001 -1.7438499999999999 -0.69187999999999994 26.245500000000003 0.31428000000000006 -0.57706999999999986
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 27 4 28 6 8 14 9 10 15 17 13 -13 19 -6 -17 -10 -3 -8 23 22 -22 -14 -11 -26 -27 -2 29 -4
right_child=1 18 3 -5 5 -7 7 -9 11 24 -12 12 20 -15 -16 16 -18 -19 -20 -21 21 -23 -24 -25 25 26 -28 -29 -30 -31
leaf_value=0.00047269697754843368 0.00035519449821419584 -0.0094410252998454458 -0.0034088359187492336 0.0047565477399077703 -0.0076511739028671177 -0.0059190908423849119 0.010453340559970679 -0.0086762429558979778 0.0011490401715743507 -0.00088010793220583789 0.0014439271441067025 -0.0090391241561840561 -0.00056502464782260851 0.0067120608071062141 0.0014093019622338921 0.0024528038692438886 -0.005260410287727905 -0.0076202919670709099 0.00067711286426202708 -0.0024111812762500641 0.0072872917411341822 0.0312772551890124 -0.0033653476957086082 0.014041805963676711 0.020047284901142121 0.00022168867810519631 -0.006176536115325564 -0.013929386883974076 -0.0010508224270547103 -0.0088047401913961404
leaf_count=131996 7678 134 2218 407 1011 727 82 463 339 25250 596 68 3810 738 1190 420 750 414 30712 12177 371 22 179 65 25 501 1107 65 1413 724
internal_value=0 -0.0133241 -0.0260865 -0.0304161 -0.031351 -0.0279344 -0.0266081 -0.0443413 -0.019691 -0.0257841 -0.0705069 0.010399 0.0224181 0.107664 -0.039894 -0.0976659 -0.0498313 -0.0734469 0.0126632 -0.0465026 0.00696767 0.0975275 0.0764068 -0.00640014 -0.0211642 -0.0762422 -0.0836612 0.0047056 -0.0708163 -0.0947344
internal_count=225652 93656 62810 55067 54660 50305 49578 13912 35666 29660 2777 6006 5253 806 13449 2181 1170 753 30846 12259 4447 572 550 3875 26883 1633 1608 7743 4355 2942
shrinkage=0.05


Tree=32
num_leaves=31
num_cat=0
split_feature=117 119 108 10 76 110 2 28 16 100 62 46 39 101 14 35 115 6 68 36 95 103 29 14 53 10 15 5 76 53
split_gain=25.6529 28.0333 7.86513 6.49951 7.24779 6.58628 6.25776 6.22632 6.17095 7.23627 6.73598 7.36571 6.1865 6.14605 5.80534 5.5978 8.12322 6.69904 6.18998 5.98929 5.51018 5.50999 5.45808 5.33484 6.28674 5.32501 5.32405 5.27699 8.9641 6.82448
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0366499999999994 1.3371500000000001 -2.4282999999999997 -3.7929499999999998 -1.2970499999999998 1.3719500000000002 2.8484500000000001 0.62056000000000011 1.9058500000000003 1.7046500000000002 -0.76890499999999984 4.8847500000000013 434.22500000000008 -1.4495499999999997 1.0000000180025095e-35 -3.7141499999999996 8.4933500000000013 1.3022500000000001 7.3268500000000012 -1.1764499999999998 1.9875500000000004 -1.5569499999999998 1.5729500000000003 -1.6572499999999997 -2.0113499999999997 -0.042996499999999993 -1.0209499999999998 22.784500000000005
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 14 4 5 6 21 -7 15 10 23 -12 -13 -8 -2 26 17 -17 -19 -18 -11 -4 27 24 -10 -20 -6 28 -5 -29
right_child=1 -3 3 22 8 7 13 -9 9 20 11 12 -14 -15 -16 16 19 18 25 -21 -22 -23 -24 -25 -26 -27 -28 29 -30 -31
leaf_value=0.00044906209005305666 -4.1527566691452137e-05 0.00060150016054750371 -0.036960613292952381 -0.0045357312161105742 -0.0054752315796599178 0.00014017670334795038 -0.0043597075876525863 0.0060127657363924451 -0.019734582614153624 -0.00074762984430549843 -0.017212042104767032 -0.012282145356819514 0.0042975340942734653 0.021260222723638571 0.0091054290790889558 -0.0089092441015648401 0.00011551352929320455 -0.0029712956899663294 -0.031605283149651123 -0.0057647772848606112 -0.021443490446968513 -0.0098309952020645148 -0.0046830385475536513 -0.0032576474136098744 0.0082982993125915536 -0.0053383594855319627 -0.0011607839753210315 0.00061010624706251456 -0.0001466818185491935 0.016094267326924535
leaf_count=131996 8688 30846 24 1572 739 1850 176 597 100 1266 249 124 103 27 177 530 3233 8039 35 500 33 85 732 1163 25 43 22056 6097 4475 72
internal_value=0 -0.0126579 -0.0247821 -0.0293184 -0.0354871 0.0140122 -0.122819 0.0314585 -0.0390586 -0.0821085 -0.123818 -0.225468 -0.0951841 -0.0190426 0.00282204 -0.0353099 -0.0524278 -0.0692584 -0.0621461 -0.0134419 -0.0254678 -0.31609 -0.00978676 -0.0862522 -0.28256 -0.342496 -0.0260131 -0.00476091 -0.0257535 0.0158165
internal_count=225652 93656 62810 53945 40997 2759 312 2447 38238 3063 1764 476 227 203 8865 35175 12380 8647 8117 3733 1299 109 12948 1288 125 78 22795 12216 6047 6169
shrinkage=0.05


Tree=33
num_leaves=31
num_cat=0
split_feature=117 119 82 10 16 57 20 103 45 11 16 58 10 16 33 16 68 33 11 44 56 65 58 1 35 76 29 92 66 90
split_gain=23.1518 25.3 7.24948 7.47052 8.35086 7.84188 6.78167 7.88004 6.59047 12.2259 9.90178 7.21655 6.91889 7.47021 7.10849 6.68229 6.48876 6.19106 6.34019 6.17382 5.93418 5.81413 5.74923 5.65058 5.74649 5.63573 5.5644 5.8222 5.79549 7.57081
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -1.3572499999999998 -0.37726999999999994 -1.7065499999999998 -1.01535 -0.69627499999999987 1.9492500000000004 -1.1671499999999997 -0.62420999999999982 2.7364000000000002 1.0446500000000001 -8.0586999999999982 2.7364000000000002 -0.79946499999999987 4.1873500000000012 4.6574000000000009 -1.7543499999999999 8.6176500000000029 -1.37225 2.0800000000000005 19.323000000000004 -21.245499999999996 -1.7178499999999997 -1.5063499999999996 3.2868500000000007 -11.974499999999997 0.54083000000000003 -1.4353999999999998 -0.083394999999999983
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 8 4 6 -5 26 -8 9 11 17 15 13 -10 -14 -2 21 23 -19 20 -6 -16 -18 -11 -25 -23 -4 28 29 -28
right_child=1 -3 3 5 19 -7 7 -9 12 10 -12 -13 14 -15 16 -17 22 18 -20 -21 -22 25 -24 24 -26 -27 27 -29 -30 -31
leaf_value=0.00042660899566099157 0.00033813107073396619 0.00057142509783024073 0.011071678380996212 0.0010159911613726788 -0.00083902115513558029 -0.0015725779199918149 -0.0064194928269759926 0.0018056833415009115 -0.0054412223497739415 -0.017173265080366814 -0.012222978899762317 -0.020921706019832596 0.001319884677819599 0.015026844277026805 -0.00041321752550201539 -0.017682977207005023 0.021215854647258919 -0.0025766886657454216 0.0078875510169095116 -0.0041341369203788661 0.013669698899611832 0.0026915419049561027 -0.0033915157555169766 -0.00037917535708740699 -0.010198922519714146 0.016617613627630121 0.0085769720068837266 0.0042982182707695217 -0.004720120495941154 -0.0039214809614596729
leaf_count=131996 4778 30846 134 3471 592 18626 812 454 865 119 316 41 7229 47 10012 52 24 3036 152 6842 80 500 2163 301 295 85 249 646 653 236
internal_value=0 -0.012025 -0.023543 -0.0338209 -0.0555123 -0.0233193 -0.0125919 -0.0693973 -0.0123132 -0.0347954 -0.0742015 -0.000663989 -0.0025467 -0.087728 0.00133504 0.0028823 -0.0128372 -0.0604169 -0.0415553 -0.0736995 0.0177641 -0.00260237 -0.0624295 -0.144516 -0.104792 0.0942998 0.0249031 0.0101413 -0.0329006 0.049905
internal_count=225652 93656 62810 32795 10698 22097 3184 1266 30015 9090 4219 4871 20925 912 20013 4830 12784 3903 3188 7514 672 10597 2187 715 596 585 1918 1784 1138 485
shrinkage=0.05


Tree=34
num_leaves=31
num_cat=0
split_feature=118 119 81 124 4 43 63 14 11 50 29 69 72 26 71 52 14 78 43 48 16 65 80 23 36 48 18 24 76 108
split_gain=20.8945 22.8333 6.76222 6.11666 5.92341 5.95395 10.3802 8.28624 7.97253 6.62263 8.02141 7.94639 6.19436 5.99795 5.80666 5.80177 6.56054 5.92942 7.21111 6.22711 5.72193 5.70262 6.24455 5.69951 5.95229 5.5221 5.60246 6.05478 5.33025 5.27177
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0255499999999995 7.5000000000000009 0.95371500000000009 0.6486050000000001 -1.1396499999999998 -1.4867499999999996 1.5646500000000001 0.19659000000000001 0.97782500000000006 -1.5065499999999996 -0.8212649999999998 1.3864500000000002 6.243850000000001 -1.9513499999999999 -1.6812499999999997 1.5119500000000003 0.99424500000000016 -1.0836499999999998 2.7696000000000005 -0.22677499999999998 -1.4562499999999996 -5.4259499999999994 2.2315500000000004 5.0135500000000013 -0.57765999999999995 -1.2255499999999999 0.22704500000000002 6.2216000000000014
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 -1 4 5 6 14 -8 9 11 21 12 25 -12 -4 16 -7 18 -18 -19 28 22 -11 -6 -25 -9 27 -27 -10 -5
right_child=-2 -3 3 29 23 15 7 8 20 10 13 -13 -14 -15 -16 -17 17 19 -20 -21 -22 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.00026504129257344251 0.00040527856258493417 0.00054285387064640549 -0.0052103124538797297 -0.0006775039297761032 0.018874206348649555 -0.0076037163414606236 0.017568049566061408 0.0024396165269035797 -0.006005668694252092 -0.0178891877479413 0.0095966879741565606 -0.003530915582059107 -0.0075389332180723139 -0.002430686504683561 0.016522185336197575 -0.00149723402313485 0.0190424906777906 -0.01292102476809083 0.004479669861126045 0.0060280088132814227 -0.011679373202793091 0.0015425160849430973 -0.002278883432483178 -0.00018038857227541339 -0.0028058279426565313 -0.0063061105826544388 0.012570043845522788 -0.033243309050798413 -0.001323680503085168 0.0034113639428051644
leaf_count=7745 131996 30846 3609 14094 37 123 54 1476 1246 68 370 4190 218 144 31 11539 111 82 363 92 249 1399 1107 9462 2797 126 31 25 1187 835
internal_value=0 -0.0114238 -0.0223659 -0.0262572 -0.0326851 -0.0407587 -0.0537787 -0.0394741 -0.0412572 -0.0272091 0.0104893 -0.0464 0.00769089 0.124543 -0.100505 -0.024333 0.0596532 0.0998423 0.157799 -0.0580399 -0.0892053 -0.012286 -0.0636458 -0.0144053 -0.0155881 0.0285271 -0.135822 -0.215318 -0.0744289 -0.00897616
internal_count=225652 93656 62810 55065 40136 27840 15530 11890 11836 9154 3088 6066 1876 514 3640 12310 771 648 474 174 2682 2574 1175 12296 12259 1658 182 151 2433 14929
shrinkage=0.05


Tree=35
num_leaves=31
num_cat=0
split_feature=117 10 27 76 66 22 43 54 96 24 54 6 63 60 75 107 83 65 103 22 12 8 9 47 44 66 6 0 16 71
split_gain=18.8573 6.50409 10.2902 7.40712 6.89952 6.50471 8.35449 7.15217 5.90165 5.80014 5.79213 5.75575 9.08959 5.89736 6.46987 5.7845 5.70182 5.4875 5.26599 6.14452 5.28547 5.21277 5.59445 5.87634 6.27751 5.18505 6.65115 7.85578 5.65311 7.80124
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.65566999999999986 -0.51545499999999989 -1.5345499999999996 -1.4318499999999996 1.8450500000000003 -3.8473499999999996 9.5505000000000013 4.4687500000000009 -3.9797999999999996 1.0038500000000001 0.094688500000000009 -1.0590499999999998 2.2160500000000005 1.9334000000000002 2.1068000000000002 71.439000000000007 -3.8499999999999992 -2.5830999999999995 -1.8345499999999999 -2.1689499999999993 0.081788000000000013 1.4518500000000001 -1.27565 -0.84823999999999988 6.1701500000000005 1.2369500000000004 0.11112000000000001 -0.73946999999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=25 4 8 -4 11 6 7 -5 -3 -6 -7 13 18 14 -2 -14 -11 -15 19 -13 -20 -9 23 24 -23 26 28 -28 -1 -30
right_child=1 2 3 5 9 10 -8 21 -10 16 -12 12 15 17 -16 -17 -18 -19 20 -21 -22 22 -24 -25 -26 -27 27 -29 29 -31
leaf_value=0.00025159557651151389 -0.00036887937415530707 0.0015803107413093487 -0.0013464424741167411 -0.0099751078415635311 -0.0023756021035643039 0.008847706913093582 -0.0080938144567422026 0.016593504179565406 -0.017917332924209918 0.0016614247659840601 0.00036089541613402575 -0.011217548308383313 0.0010605024819804949 -0.0014969434926591838 0.0046423970714174001 0.0064127810528028994 -0.010238366506679019 -0.0090906793020005643 0.00028373153863597969 0.014260649634874426 -0.0036504858624675086 0.01817589323248037 -0.00014823712982859865 0.0071160852207572435 -0.0092266308673313244 -0.00011152855991364627 -0.0052712865031777755 0.013520510911475866 0.00039130222275554247 0.0017153529452716466
leaf_count=49020 5529 7986 15296 209 11111 203 436 44 39 1482 20857 31 5905 14060 729 552 108 242 1484 100 2010 22 4726 77 418 37599 761 60 23072 21484
internal_value=0 -0.0108526 -0.00311784 -0.0093478 -0.0198311 0.000615146 -0.0286348 -0.0180647 0.0297111 -0.0394281 0.00885402 -0.0117082 0.00786357 -0.0213056 0.00429777 0.0303612 0.0170627 -0.0325087 -0.0322102 0.164629 -0.0395903 -0.0108923 -0.0137688 -0.112531 -0.15713 0.00770029 0.0116558 -0.077959 0.0124421 0.0205947
internal_count=225652 93656 50313 42288 43343 26992 5932 5496 8025 12701 21060 30642 10082 20560 6258 6457 1590 14302 3625 131 3494 5287 5243 517 440 131996 94397 821 93576 44556
shrinkage=0.05


Tree=36
num_leaves=31
num_cat=0
split_feature=117 119 99 5 22 61 72 111 55 48 16 84 41 47 47 84 42 85 109 60 49 28 63 16 27 108 110 10 104 97
split_gain=17.0187 20.4387 6.31633 6.18854 5.8421 6.38572 6.32675 5.73423 6.58536 5.61203 7.48453 7.55086 7.19528 6.47589 7.42576 5.89315 6.83778 5.58408 5.50439 5.48529 5.41457 5.28396 5.23212 7.08275 7.03482 6.12118 6.2357 6.07032 5.7113 5.70021
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.99521499999999985 4.7104000000000008 -4.4218499999999992 2.1150500000000005 9.3901000000000021 19.849500000000003 0.5697850000000001 1.4830500000000002 2.8484500000000001 13.987000000000002 5.2650000000000015 0.50455000000000017 0.60353000000000012 -1.3708499999999997 1.8514000000000002 2.1156500000000005 -1.3654499999999998 -1.62435 -1.3115499999999998 2.0090500000000007 3.5101500000000008 -1.8979499999999998 -0.88907499999999995 -1.5452499999999996 2.1336500000000007 -4.5484499999999999 -1.2848499999999998 2.4354500000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 9 4 -4 6 7 22 20 10 12 13 -2 15 -15 -12 -17 18 -8 -18 -9 -16 23 25 27 28 -27 -24 -6 -30
right_child=1 -3 3 -5 5 -7 17 8 -10 -11 11 -13 -14 14 21 16 19 -19 -20 -21 -22 -23 24 -25 -26 26 -28 -29 29 -31
leaf_value=0.00036576394189650942 2.8797229910813371e-05 0.00053850968035054701 -0.007925306391378081 -0.0067428213728081658 -0.012024759767680533 -0.0065734897437968003 -0.0059831987919383928 -0.0047010355127545507 -0.0073194873543121876 -0.001623436740679601 0.0012401483142015976 0.021765341851278208 -0.0042310557124126047 0.015578608026399333 -0.0012506304015711314 -0.0054969988085323204 -0.02078978030383587 -0.012728711174324501 0.0088890848914840136 0.0034670313067604293 0.013639164982321726 0.019610795832704753 0.0030681023685432667 -0.0019203363577866882 -9.8953954443300963e-05 0.0011331936767623749 -0.0072502136302945224 -0.010463912832920114 0.010490525006230898 -0.017009272631257771
leaf_count=131996 28505 30846 366 628 36 604 76 52 78 12839 534 32 1027 85 590 2353 25 43 343 344 178 32 98 10751 431 1620 257 537 326 20
internal_value=0 -0.0103099 -0.0206624 -0.0375013 -0.0336357 -0.0306776 -0.0265769 -0.0302766 0.104701 -0.0146904 -0.00788222 -0.0485053 -0.00238685 -0.052412 0.0343382 -0.0712487 -0.090092 0.0886103 0.12383 0.0364723 0.189854 -0.00354747 -0.0332301 -0.0277113 -0.100583 0.0231899 -0.000293353 -0.16751 0.138578 0.178019
internal_count=225652 93656 62810 16444 15816 15450 14846 14384 308 46366 33527 3995 29532 3963 707 3256 2722 462 419 369 230 622 14076 13010 1066 2259 1877 635 382 346
shrinkage=0.05


Tree=37
num_leaves=31
num_cat=0
split_feature=117 119 108 7 44 32 27 55 63 75 102 105 28 26 109 13 89 22 58 67 20 46 102 94 44 39 27 39 44 99
split_gain=15.3594 18.4459 5.91148 6.01995 6.10723 6.4233 5.93564 5.85359 5.36973 6.08104 5.25452 5.35431 6.39905 5.61808 5.32899 5.21538 5.9335 5.21157 5.13868 5.77522 5.73988 5.80226 5.92983 5.51329 5.87427 5.44543 5.81895 5.40591 5.39186 5.62247
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.0366499999999994 -0.51346499999999995 -1.3888499999999999 1.2038500000000003 -0.15544499999999997 1.7941500000000004 -1.4872499999999997 -0.079144499999999993 -5.7948999999999993 15.982000000000001 0.35111500000000007 -14.693 -4.3515499999999987 -1.42275 10.576000000000002 -0.92176999999999987 0.021272500000000003 6.6458000000000013 -1.7641499999999997 1.4308500000000002 0.56070000000000009 0.30826500000000007 0.18554500000000004 0.23236500000000002 0.14317000000000005 -1.1318499999999998 0.17414500000000002 6.5307000000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 10 -4 5 8 -6 18 9 -5 -2 13 -13 14 -12 16 -3 -11 19 -8 21 22 27 25 28 -22 -27 -20 29 -25
right_child=1 15 3 4 6 -7 7 -9 -10 17 11 12 -14 -15 -16 -17 -18 -19 20 -21 23 -23 -24 24 -26 26 -28 -29 -30 -31
leaf_value=0.00034747575882066904 0.01056318577140385 -0.00064735697555889113 -0.0017620223229309615 -0.017975382411814466 -0.0017839482132977374 -0.0031288067418604329 0.0014381284241928307 0.0014904738129938352 0.0061538414328226026 0.012779027968645097 0.0016070999403257715 -0.00027542062912528454 -0.031166263632476335 -3.4987309751345439e-05 0.016680040376080313 0.00091412755599480167 0.015399497681586395 -0.0042918455075677923 -0.025185474619936588 -0.014922616535967046 -0.0010577872843568943 0.00090447716630887303 0.0018470220490480246 -0.0038638716947330671 -0.00077965449655201745 -0.0099968278074735097 0.0026873677140474318 -0.0092257741035199643 -0.03004017027006263 -0.018272041482195047
leaf_count=131996 121 8490 24276 49 10841 390 2796 3638 875 69 146 38 30 8432 98 22298 58 127 67 55 4681 207 92 1461 2004 95 1875 255 21 71
internal_value=0 -0.00979444 -0.0196293 -0.023562 -0.0140064 0.0479506 -0.0173288 -0.0058417 0.0864376 -0.0444168 0.00430222 0.00143827 -0.278075 0.00362902 0.15322 0.0102317 -0.0107695 0.034356 -0.0153226 0.0224501 -0.0252672 -0.11861 -0.18696 -0.0195887 -0.0513675 -0.00259325 0.0415139 -0.250932 -0.0975309 -0.0906323
internal_count=225652 93656 62810 53945 29669 1510 28159 17318 1120 245 8865 8744 68 8676 244 30846 8548 196 13680 2851 10829 621 414 10208 3557 6651 1970 322 1553 1532
shrinkage=0.05


Tree=38
num_leaves=31
num_cat=0
split_feature=117 119 82 10 61 96 16 45 16 101 48 23 61 84 57 64 64 16 1 51 93 73 110 62 77 84 81 26 61 57
split_gain=13.8618 16.6474 5.67302 6.11289 7.38167 10.0854 7.0814 6.03343 8.55841 6.0857 6.78041 6.09122 5.80812 5.82306 5.74098 5.5559 5.89713 6.50627 6.50123 7.0718 6.02036 5.81589 5.78823 5.71709 5.43307 6.40745 9.06644 5.33326 8.26335 5.73725
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -1.3572499999999998 -0.13883999999999996 1.9289500000000002 0.79903000000000002 -1.7065499999999998 -1.1671499999999997 4.1873500000000012 1.6889500000000004 -1.4931999999999996 -3.1863999999999995 0.59175000000000011 8.2711500000000022 -1.01535 -1.7438499999999999 -0.16601999999999997 2.8484500000000001 -2.2240499999999996 -1.0418499999999999 2.2321500000000003 -3.2259499999999997 -5.7324499999999992 -2.1981499999999996 -3.8906999999999994 0.9017400000000001 -0.31533999999999995 0.57831500000000002 0.18110500000000004 1.5260500000000004
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 7 6 14 -6 -4 8 12 10 -9 27 -2 -14 -5 -16 17 18 19 -17 -18 22 -20 -24 25 26 -13 29 -29 -11
right_child=1 -3 3 4 5 -7 -8 9 -10 11 -12 24 13 -15 15 16 20 -19 21 -21 -22 -23 23 -25 -26 -27 -28 28 -30 -31
leaf_value=0.00033010190630046438 -0.0010153848962318134 0.0004860050020013306 -0.00038556342691236696 0.0013989367306932903 -0.0051425813825191633 0.024181561022996904 -0.003064656926792171 -0.0042823371253508337 -0.015373263350603256 0.013417599949223752 0.00094368383060211493 0.015076098820815485 -0.0075906878596461325 0.014067630006959944 0.0035036315873783769 -0.0014493502484744087 -0.00015137784102711339 -0.0050729096939832706 0.012939476408064365 -0.010569773681345396 0.016613821390395366 -0.00059863484643807958 0.0011989862502863012 -0.013780027584369303 -0.0017571014430125991 0.011709260612820523 -0.02057043810121038 -0.022423613599191108 0.0025684078574107379 -0.013664778457446534
leaf_count=131996 8426 30846 3475 2973 1296 30 8499 653 110 176 12532 30 521 33 661 476 6401 1435 32 384 54 6771 90 218 6867 158 44 36 407 22
internal_value=0 -0.00930472 -0.0186478 -0.0277398 -0.0173863 -0.0895828 -0.045743 -0.00871373 -0.0302249 0.000630896 0.0136972 -0.0216274 -0.0268288 -0.126011 -0.0124756 -0.0197551 -0.0234986 -0.0394721 -0.0283129 -0.110435 -0.000222535 -0.0183812 -0.146004 -0.188061 -0.0300571 0.120452 -0.122383 0.0717306 0.0107491 0.208169
internal_count=225652 93656 62810 32795 20821 1326 11974 30015 9090 20925 13185 7740 8980 554 19495 16522 15861 9406 7971 860 6455 7111 340 308 7099 232 74 641 443 198
shrinkage=0.05


Tree=39
num_leaves=31
num_cat=0
split_feature=118 119 124 108 14 6 36 23 42 61 110 4 28 108 4 74 4 16 9 52 58 57 1 109 39 44 17 101 43 12
split_gain=12.5103 15.0243 5.4512 6.2247 8.06752 5.3752 5.91567 5.53317 5.23192 5.58174 5.58297 5.32523 5.31641 5.27056 7.66947 6.69492 5.20663 5.16854 7.79025 6.62289 5.95551 5.49631 5.1437 6.26874 5.12447 5.43683 5.20473 5.77356 5.06967 5.5239
threshold=1.0000000180025095e-35 1.0000000180025095e-35 7.5000000000000009 -1.7567499999999996 434.22500000000008 2.7674500000000006 -1.3005999999999998 -3.7587499999999996 0.22023000000000001 -3.0989999999999998 -2.5541499999999995 -2.2695499999999993 -1.55155 1.1490500000000001 7.1609500000000006 -4.5825499999999986 -2.6415499999999996 -1.7065499999999998 0.25781000000000004 -0.75643999999999989 -0.17727999999999997 0.041645000000000008 -1.9849499999999998 1.21045 1.7759500000000001 0.53538500000000011 1.3576500000000002 5.7300000000000013 -4.5401499999999988 -2.3015499999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 2 3 4 17 -4 -7 -8 13 10 -10 -12 -13 14 -5 16 -15 18 -1 -20 -21 -22 23 -9 25 -18 -26 -28 29 -27
right_child=-2 -3 5 8 -6 6 7 22 9 -11 11 12 -14 15 -16 -17 24 -19 19 20 21 -23 -24 -25 26 28 27 -29 -30 -31
leaf_value=6.8452784335509004e-05 0.00031359683498159404 0.00046170473254002686 -0.00043857280918205532 -0.0029544645871915345 0.010839366358677634 -0.0014185457786461755 0.026381955887856232 0.0038249973947667099 -0.010478522606194021 -0.00098538919329556438 0.02560067378605406 -0.01965698577463627 0.0070331087174302755 -0.024739548750221732 0.0045239295284290101 1.4118442374835196e-05 -0.0066036582634885713 -0.00082356308976355816 0.0017622717254274585 0.025987124153779764 -0.016220193547196688 0.011448508012507644 0.0055081368230606373 -0.012729859390751797 0.0045820009753887742 0.002888018486555666 -0.016699374769814312 0.013514178104343869 -0.0031522579139031622 0.028167125353446378
leaf_count=1215 131996 30846 15117 10873 171 670 28 146 50 18968 36 20 278 28 354 5030 1010 6106 263 66 20 175 980 94 344 128 64 21 529 26
internal_value=0 -0.00883948 -0.0177154 -0.0233986 0.00191052 -0.00244417 0.0474253 0.0881172 -0.0287715 -0.0172913 0.102071 0.148724 0.104837 -0.0408411 -0.0543732 -0.0196815 -0.0663878 -0.00277321 0.0453236 0.147241 0.260095 0.172214 0.0780298 -0.0531798 -0.060735 -0.0854723 0.0368879 -0.184697 -0.0165603 0.143118
internal_count=225652 93656 62810 45775 8016 17035 1918 1248 37759 19352 384 334 298 18407 11227 7180 2150 7845 1739 524 261 195 1220 240 2122 1693 429 85 683 154
shrinkage=0.05


Tree=40
num_leaves=31
num_cat=0
split_feature=117 119 99 82 1 96 61 72 7 13 63 26 1 29 61 20 68 10 4 44 62 49 110 4 62 49 81 82 100 33
split_gain=11.2905 13.5594 5.35931 5.77357 6.06297 7.87116 5.67239 5.73371 5.31961 6.08716 10.2887 7.40676 5.44515 6.4739 5.54577 5.8644 5.42782 5.37793 5.31774 6.70053 6.37375 8.61244 5.43833 5.73301 5.44306 5.51356 5.42321 5.34358 5.21178 5.56499
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.99521499999999985 3.2803500000000008 0.95011500000000015 0.10988500000000001 2.1150500000000005 9.3901000000000021 -0.18651499999999996 -1.0244499999999996 -0.87010999999999983 1.35775 -0.25007999999999991 0.10011500000000002 0.18110500000000004 1.0000000180025095e-35 1.2291500000000004 1.5704500000000003 -2.2451499999999993 -1.4717499999999999 -2.4957499999999997 -0.14755499999999996 1.7141500000000003 1.1060500000000004 1.5079500000000003 -0.45792499999999997 -1.8120499999999999 -0.41352499999999998 -0.022689499999999998 -1.2126499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 8 6 28 -6 7 -4 9 10 18 12 17 14 15 -14 -15 -12 19 -2 21 -20 24 -24 -22 -26 -21 -28 -5 -30
right_child=1 -3 3 4 5 -7 -8 -9 -10 -11 11 -13 13 16 -16 -17 -18 -19 20 26 22 -23 23 -25 25 -27 27 -29 29 -31
leaf_value=0.00029791703590477907 0.022291705864708782 0.00043861951244079846 -0.0018117521184363194 0.0033359731431655618 0.018495039016656254 -0.0020814734439437207 -0.0066885308446041477 0.004226663510434994 -3.7868974039631027e-05 -0.0016417662149653873 0.00017164256846159562 0.0087960177160861779 0.015116525935644116 0.0052979494341545636 0.027066751318269001 0.00015507118534654953 -0.015401773491444497 0.020179158030077818 -0.0018776782174890949 -0.0069634479247698833 -0.0070141513108556127 0.0097662773623596877 -0.0016998488081936944 0.016888856545657568 0.021958841202837049 -0.0035621175447763027 0.0095474587267108738 -0.0048201504702630798 -0.020544460196705427 -0.0018223595352812188
leaf_count=131996 41 30846 14603 434 115 78 580 404 23488 16037 2764 359 132 81 43 130 52 34 771 140 1236 200 422 46 33 59 203 95 51 179
internal_value=0 -0.00839751 -0.0168296 -0.0323405 0.047571 0.203583 -0.0367342 -0.0329839 -0.0113286 -0.0221817 0.00279297 0.0396436 0.0245251 0.128203 0.208486 0.153858 -0.0559035 0.00829529 -0.0380197 0.0592608 -0.0548601 0.0104133 -0.0901499 0.00254492 -0.122816 0.111843 0.0230748 0.0993436 0.00222417 -0.119476
internal_count=225652 93656 62810 16444 857 193 15587 15007 46366 22878 6841 3595 3236 438 305 262 133 2798 3246 479 2767 971 1796 468 1328 92 438 298 664 230
shrinkage=0.05


Tree=41
num_leaves=31
num_cat=0
split_feature=117 119 5 16 80 24 34 9 3 67 55 15 32 86 4 17 69 2 25 77 3 28 47 37 16 55 102 9 56 56
split_gain=10.1897 12.2374 4.98342 7.15245 6.85524 7.06166 6.56516 6.34915 6.39857 5.97738 6.74266 5.87162 5.65453 5.91795 5.65159 5.47386 5.47343 6.13074 5.38805 5.2641 5.2208 6.2898 5.10354 7.25489 6.60485 8.21162 6.44462 6.57239 5.10127 9.75041
threshold=1.0000000180025095e-35 1.0000000180025095e-35 0.12803500000000004 2.4195000000000007 -1.03535 4.4687500000000009 13.377500000000003 -0.64190499999999984 -1.3365499999999997 -1.6471499999999997 -1.7944499999999997 -2.0793499999999994 -1.0185499999999996 3.8242500000000006 -2.2695499999999993 1.5615000000000003 3.6025000000000005 -1.3508499999999997 1.5238500000000001 1.3978500000000003 6.6941500000000014 -1.3492499999999998 3.4235500000000005 -1.1696499999999996 1.9083000000000003 -0.59330499999999986 -2.0355499999999993 3.1316000000000002 -0.92491999999999985 -0.85411499999999985
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 11 5 28 9 8 -8 10 16 -2 -9 15 -12 -14 -4 -18 -17 -7 -11 -22 23 26 -24 -26 -13 -28 -5 -30
right_child=1 -3 6 4 -6 19 7 12 -10 20 14 22 13 -15 -16 18 17 -19 -20 -21 21 -23 24 -25 25 -27 27 -29 29 -31
leaf_value=0.00028302116550989875 -0.0037016711172527523 0.0004166885328093083 0.0013108567686726507 0.0012702293028231245 -0.0047955828999882242 0.019692442925568199 0.016946669058366257 -0.011652816898363123 -0.010830036083029376 -0.0010663702872127155 0.0094289100322251518 -0.0017159069718478562 0.0048807065326558511 -0.026700075101107359 -0.00031724313752832926 -0.006173469226667499 0.033286905519309497 0.0056913018234320415 0.013609367446639601 0.0010954898986511115 0.0085919363289207653 -0.0073118412695160721 -0.0027202764787958291 -0.0010768230127572887 0.027345845375846074 -0.00029291491239116741 0.0015204252603073804 0.027741129510104656 -0.030750864829335894 -0.003489997751753906
leaf_count=131996 1820 30846 3952 671 2492 71 22 118 360 4220 150 1925 391 20 17789 293 21 484 39 82 69 628 4083 16746 41 78 5664 24 35 522
internal_value=0 -0.00797763 -0.0159882 -0.024121 -0.0645925 -0.00807736 -0.00623251 -0.0773085 -0.184607 -0.00299788 0.00393376 -0.0189617 -0.0297036 0.00259202 -0.00471498 0.0174355 0.0387441 0.136777 -0.0769916 0.194509 -0.0345702 -0.114749 -0.0154523 -0.00990034 -0.0476371 0.184594 0.0156951 0.0326212 -0.0333182 -0.10406
internal_count=225652 93656 62810 34254 3873 1381 28556 1243 382 27313 22396 30381 861 743 17939 723 4457 505 332 153 4917 697 28561 24359 4202 119 7613 5688 1228 557
shrinkage=0.05


Tree=42
num_leaves=31
num_cat=0
split_feature=117 119 44 45 39 93 8 11 7 39 23 4 38 19 4 75 44 10 66 60 46 48 27 121 5 66 16 107 62 14
split_gain=9.19622 11.0442 4.96248 5.08932 6.112 5.47858 5.12583 5.40149 5.39866 4.91144 4.87742 6.59712 8.12491 5.62679 4.78096 4.74715 5.10664 6.25185 6.8488 6.49616 6.37498 6.30797 6.16042 6.86279 6.72296 5.58465 5.49426 5.71711 9.19384 8.26438
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.41575499999999993 -0.9874799999999998 3.0735500000000004 -61.051499999999997 2.5149000000000004 1.5646500000000001 9.5242000000000022 3.3904500000000004 0.67276500000000017 -0.28342999999999996 -1.6883499999999996 0.46926500000000004 0.020852500000000003 -21.209999999999997 -1.3888499999999999 -0.37726999999999994 -1.5345499999999996 -0.86209499999999994 5.4915000000000012 -0.54866499999999985 -7.9629499999999993 1.5000000000000002 1.4128500000000004 64.315000000000012 2.7364000000000002 1.4243500000000002 -2.6419499999999996 -1.6118499999999998
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 15 3 5 -5 -3 7 8 -6 -9 -7 13 -13 -12 -14 -2 -17 18 19 22 -21 25 23 -18 -25 26 -19 28 -28 -30
right_child=1 2 -4 4 6 10 -8 9 -10 -11 11 12 14 -15 -16 16 17 21 -20 20 -22 -23 -24 24 -26 -27 27 -29 29 -31
leaf_value=0.00026887005905873099 0.00078396082829171342 -0.015500877881422639 0.0010526093665991279 -0.00046545586884454452 -0.0033723591665082986 0.0021628398008950215 0.0078107217164478816 0.0014753825345189509 -0.027922848895516085 -0.020976943998867948 0.00010170733884377923 -0.012418331248856855 -0.013593485340182574 0.0098185235329963146 -8.0100054790208739e-06 0.00097363515679815132 0.014064701239755548 -0.00091858077756783998 -0.0029499281243418468 -0.0016107564729359721 -0.014691514731880198 0.00013241581658764067 0.00013089357599614692 -0.015947191446191736 0.018314298064935775 0.013852331793454829 0.0019761494170892893 0.00079455624310005655 -0.015167960451326817 -0.0049672588566779911
leaf_count=131996 4616 50 14884 9162 848 3774 79 33 23 93 783 217 72 184 644 3486 163 14145 6980 10223 94 16307 4114 45 21 61 402 608 234 1311
internal_value=0 -0.00757875 0.00791708 -0.00433094 -0.0176824 0.0195496 -0.0889797 -0.108408 -0.080413 -0.301931 0.0224538 -0.0188676 -0.0788567 0.0390123 -0.0274829 -0.0151888 -0.0176372 -0.0200019 -0.0332165 -0.020941 -0.0345988 -0.0113541 0.0115037 0.171137 -0.100916 -0.0249773 -0.0260805 -0.0687583 -0.0951923 -0.130244
internal_count=225652 93656 30846 15962 10238 5724 1076 997 871 126 5674 1900 933 967 716 62810 58194 54708 21640 14660 10317 33068 4343 229 66 16761 16700 2555 1947 1545
shrinkage=0.05


Tree=43
num_leaves=31
num_cat=0
split_feature=117 119 108 124 44 110 6 84 103 74 84 79 91 14 14 81 10 11 16 4 104 61 10 39 20 87 0 66 102 75
split_gain=8.29959 9.96742 4.91051 4.90275 5.29024 5.2717 6.42734 7.66706 8.2512 8.31443 6.10107 5.47729 4.99092 6.5926 6.23084 6.82571 7.1649 6.83986 5.17896 5.11272 7.5744 6.77654 6.89725 5.83434 7.49433 5.09053 6.85662 4.98591 5.36002 5.06306
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -3.5189499999999998 7.5000000000000009 -1.3888499999999999 -0.47925999999999996 0.25326500000000002 0.068366000000000024 2.8227500000000005 -1.5915499999999996 13.987000000000002 -0.17510499999999998 1.6473500000000001 -1.9604499999999996 -6.4582999999999986 26.734500000000001 -14.368499999999999 -0.45176499999999992 -2.0680999999999998 0.95371500000000009 1.2480500000000003 1.7461500000000003 -1.35815 2.9568500000000006 -1.7641499999999997 3.8369500000000003 6.5084500000000007 5.5438500000000008 0.36557500000000004 0.13029500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 -3 4 5 6 11 8 9 -8 -7 -2 19 14 15 16 18 -17 -14 -6 25 22 27 24 -24 -21 -27 28 -22 -30
right_child=1 2 -4 -5 12 10 7 -9 -10 -11 -12 -13 13 -15 -16 17 -18 -19 -20 20 21 -23 23 -25 -26 26 -28 -29 29 -31
leaf_value=0.00025542665344281717 -0.010903314180815103 -0.0091746420952241257 0.00041773222788136615 2.6677404474618157e-06 -0.0018083573537868063 0.0025992707520814361 0.022082326494382531 -0.0058319969102740288 -0.0062805088935419919 0.0030941462785005571 -0.022240455639082939 -0.0011956465264551588 -0.0067646459383623944 0.00080263043392709882 -0.0062882110124639129 -0.0034783870947581751 -0.0030849143370888597 0.0296195481073212 0.015766755499421282 -0.0014996368397690804 0.0057466109302083054 -0.010957589528846498 -0.010122371982369158 0.015110119184987112 0.0040503604232488919 0.0021186882642664283 0.024834728672996992 -0.014684795257118015 -0.0016469082742671432 -0.018285985519750077
leaf_count=131996 259 134 30712 17035 23759 2209 107 186 86 125 25 331 35 5923 714 27 765 37 94 8149 198 98 99 110 1613 430 36 72 231 57
internal_value=0 -0.00719981 0.00752123 -0.0144293 -0.019819 0.0185743 -0.0383001 0.044631 0.138959 0.237033 0.0464259 -0.109143 -0.0228292 0.000399097 -0.0550529 -0.00235157 -0.0249362 0.313127 0.193072 -0.0278911 -0.0101655 0.0385567 0.0491682 0.0789597 0.0646158 -0.0241798 0.0774715 -0.048108 -0.0117246 -0.0988012
internal_count=225652 93656 30846 62810 45775 3328 1094 504 318 232 2234 590 42447 7595 1672 958 894 64 129 34852 11093 2478 2380 1822 1712 8615 466 558 486 288
shrinkage=0.05


Tree=44
num_leaves=31
num_cat=0
split_feature=117 119 102 15 11 20 48 16 19 110 103 66 68 76 13 23 57 109 76 109 3 108 51 56 20 56 12 39 43 7
split_gain=7.49038 8.9956 4.87865 6.12419 6.33148 5.9675 5.66762 6.1896 7.82053 5.4931 5.49416 5.65362 5.85662 6.24062 8.26028 5.28116 5.19667 5.1427 5.03176 5.0119 5.41262 6.3193 6.01474 6.42242 6.78671 5.7232 5.4734 6.04846 6.45203 6.1825
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -1.2673499999999998 2.4114000000000004 12.895500000000002 10.531500000000003 5.4905000000000008 1.1625500000000002 -1.0932499999999996 2.0502500000000006 -0.95835499999999996 16.737500000000001 0.37075000000000008 -0.015895499999999996 1.76285 2.0323500000000005 -15.642999999999999 -0.56468499999999988 0.47251000000000004 2.1641500000000007 3.9973500000000004 -0.90612499999999996 3.7487500000000007 0.70210500000000009 -1.3646499999999999 -1.1355499999999996 1.0661500000000002 -1.0389499999999996 -4.2739999999999991 8.1356000000000019
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 6 9 19 -4 -8 18 -5 15 12 13 14 -12 -11 -15 -18 -9 20 26 22 23 24 25 -22 27 29 -29 -1
right_child=1 -3 3 4 -6 -7 7 8 -10 10 11 -13 -14 16 -16 -17 17 -19 -20 -21 21 -23 -24 -25 -26 -27 -28 28 -30 -31
leaf_value=-0.0017120267896710601 -0.00068539269950929006 0.00035725832878200764 0.00061083087127699882 7.84138659311185e-05 0.0082271621805069649 0.017188841702264489 0.0067098635707425833 -0.0030710582748394123 0.021050119372133247 -0.0051283245675218516 -0.0027218041548705049 -0.017713661015053127 -0.0021736260014853289 -0.014456562711961852 0.012467081808210767 0.0030998350798914285 0.013091655409508993 0.0034961261760413486 -0.025506584355104212 -0.0024671161651984657 -0.0018457993017768279 -0.0036530404890549699 -0.0082192934336580391 0.010039532709896985 -0.0015460719266217719 0.019274725031647007 0.0013013363163006664 0.0027649322575934152 -0.00013888927058933336 0.0085480024025697873
leaf_count=6942 62810 30846 71287 17578 217 49 689 77 24 1507 787 48 2119 32 101 224 193 505 37 2427 54 2150 161 208 758 79 7193 2211 14189 150
internal_value=0 -0.00683982 0.0048531 0.00861673 -0.00547364 -0.00496736 0.0131715 0.0954797 -0.0978279 -0.00707118 -0.0346028 -0.0132599 -0.00887972 0.0364245 -0.0198848 -0.0812712 0.104921 0.122987 -0.207055 -0.00543525 -0.0023098 -0.0401056 0.0161274 0.042572 0.00563653 0.213989 0.00189043 -0.00549985 0.00505191 -0.0299004
internal_count=225652 93656 131996 95425 23311 36571 72114 827 138 23094 5516 3785 3737 1618 888 1731 730 698 114 36522 34095 3410 1260 1099 891 133 30685 23492 16400 7092
shrinkage=0.05


Tree=45
num_leaves=31
num_cat=0
split_feature=117 120 6 11 11 6 85 30 55 85 39 43 50 59 47 32 100 69 25 100 20 25 97 56 31 97 47 36 26 111
split_gain=6.76007 8.11853 4.90206 5.19339 6.31857 6.01953 5.97264 5.9913 5.85243 5.56274 5.35636 5.20854 6.61204 5.66058 5.44717 5.25696 6.66928 5.24426 5.17215 5.16694 5.01304 7.22258 4.99902 6.71869 6.12101 5.5187 6.75417 6.1778 5.0184 6.88923
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -0.36033499999999991 0.63435500000000011 0.72816500000000006 -0.46742499999999992 8.4588500000000018 -0.076204999999999981 2.1366500000000004 -0.90656999999999999 -5.0441999999999991 0.10127000000000001 -1.0131499999999998 -5.1399499999999989 1.6030500000000003 2.0230000000000001 6.1820500000000012 7.1514000000000015 0.22484000000000001 5.3817500000000011 -0.28374999999999995 -0.40132499999999993 -0.83079499999999984 -0.67203499999999983 0.16196000000000002 -1.5659499999999997 0.17322000000000001 2.3451000000000009 -6.4090499999999988 10.372000000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 10 -5 8 7 -7 -6 -10 -2 13 14 -12 15 16 18 -17 20 -20 -13 -22 23 24 -4 28 -27 -28 29 -26
right_child=1 -3 22 4 5 6 -8 -9 9 -11 11 12 -14 -15 -16 17 -18 -19 19 -21 21 -23 -24 -25 25 26 27 -29 -30 -31
leaf_value=0.0002305224866103222 0.011761819211742477 -0.00065112306776576292 -0.00040521862780368398 0.011553733380907386 0.0019130697333443018 -0.014990418941742974 -0.033095876909127193 0.0035366358919418418 0.0039599907977461088 -0.0057574584316616431 -0.00421591508494622 -0.011918779244486205 -0.00068173665785612185 0.00084594716605161505 -0.010912659780894094 0.0017360616539245591 -0.016016533578729536 0.028908161321305671 -0.0017486648271388253 0.023338578521915704 0.0051426243647537699 -0.013292698891999927 0.001580744199799671 -0.0017738057099048938 -0.0094762204911233248 -0.0093251399827225991 0.0047629567664140872 -0.01381510711624287 0.0077358678039148717 0.007658230223780981
leaf_count=131996 80 62810 2283 137 3444 80 21 96 205 523 657 281 2415 3466 290 115 113 21 906 21 139 86 10467 3343 113 151 426 50 795 122
internal_value=0 -0.00649783 0.00678791 -0.00788849 0.0196067 0.0129756 -0.157841 -0.0976951 0.0210415 -0.0604218 -0.0223115 -0.0247326 -0.0487163 0.00078679 -0.0916788 -0.0698556 -0.0864369 0.118635 -0.0679931 -0.0236069 -0.149309 -0.0380753 0.0176162 -0.00250246 0.0254749 0.0717402 -0.00222749 0.0562296 0.116767 -0.0116178
internal_count=225652 93656 30846 13096 4506 4369 197 176 4172 728 8590 8510 4387 4123 1972 1682 1546 136 1433 927 506 225 17750 7283 3940 1657 627 476 1030 235
shrinkage=0.05


Tree=46
num_leaves=31
num_cat=0
split_feature=10 82 25 65 20 16 77 3 119 16 43 24 101 26 42 9 29 13 7 70 107 85 62 33 50 65 55 37 4 4
split_gain=6.56098 6.91804 6.83443 6.28154 5.7017 5.61438 5.63804 5.38518 6.24756 5.8512 6.92407 5.79141 5.45144 5.32326 6.25749 5.91134 6.38532 6.00819 7.07757 5.46296 5.39839 6.08367 7.00118 5.71559 5.1839 8.07216 6.51071 5.71585 7.0458 5.93256
threshold=0.82103500000000007 -1.3348499999999996 1.75295 12.551500000000003 4.4306500000000009 5.1483500000000015 -1.1135499999999998 1.4759000000000002 1.0000000180025095e-35 4.0172500000000015 -6.3311999999999999 3.0706500000000005 -0.66434999999999989 -0.30206999999999995 -3.0705999999999993 -0.87888499999999981 1.4398500000000001 0.70135000000000003 -0.96220499999999987 -1.7184499999999996 -0.087126499999999982 -0.97747999999999979 -3.4672499999999995 6.2241500000000007 11.343500000000001 1.1880500000000003 1.5776500000000002 -1.41055 -1.5619499999999997 0.020852500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 7 4 -4 24 -7 8 -3 13 -11 12 -12 19 -15 16 17 -16 -19 20 21 -9 -23 -24 -2 26 -26 29 -29 -27
right_child=5 2 3 -5 -6 6 -8 9 -10 10 11 -13 -14 14 15 -17 -18 18 -20 -21 -22 22 23 -25 25 27 -28 28 -30 -31
leaf_value=0.00011445972830675315 0.00023199233765122708 -0.00047884123385152043 -0.0023116200645633472 0.0098428591985401589 -0.010709864379127536 0.014858411172149666 0.0020723669540871014 -0.0022691267313570546 0.00091555569685844874 -0.011189771047299114 0.02788248319970444 -0.0012042765633786343 0.0084761148725879792 -0.01154003686615097 -0.00062972573520579287 -0.0030980811816581216 -0.0076301067858635776 -0.0012164994596013689 0.011053468216110952 -0.0014331607497250303 0.0054112224795518828 -0.018148591613010846 0.0023583384592944555 0.024396372594492278 0.0014759064312113461 0.030489644300126073 -0.0043744303028797737 -0.0051837849847743206 0.0049418640018146047 0.0034078983450457692
leaf_count=79334 75058 33428 4328 102 212 130 256 1402 10574 53 50 99 131 182 1215 4706 230 201 283 6706 578 41 1524 30 2293 42 600 192 1633 39
internal_value=0 -0.00400565 -0.0115636 -0.0485619 -0.0540757 0.00725866 0.127571 -0.00876799 -0.00287515 -0.0236436 0.10764 0.170377 0.27674 -0.0262005 -0.0478694 -0.0428515 0.00376956 0.0249382 0.119158 -0.0118325 0.0197386 0.00267328 0.0449142 0.0556757 0.00667712 0.0385407 0.00525126 0.0890687 0.0775318 0.349006
internal_count=225652 145409 66075 4642 4540 80243 386 61433 44002 17431 333 280 181 17098 6817 6635 1929 1699 484 10281 3575 2997 1595 1554 79857 4799 2893 1906 1825 81
shrinkage=0.05


Tree=47
num_leaves=31
num_cat=0
split_feature=117 119 35 113 93 69 72 28 16 0 44 97 80 110 51 39 100 36 110 26 47 73 22 1 52 21 34 109 82 58
split_gain=6.15185 7.09535 4.76172 6.50843 5.72658 5.07944 4.93174 5.30856 4.9033 6.01739 11.9877 6.6316 5.97666 5.71755 6.48772 5.66854 6.08653 6.07141 5.81732 5.63874 5.88342 5.57525 6.69761 8.04274 5.5432 7.00576 5.27484 5.1439 5.08571 5.01193
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1373499999999996 1.0000000180025095e-35 -61.051499999999997 22.097500000000004 5.0630000000000015 2.0004500000000003 0.13624500000000003 -0.34383999999999998 -1.2084499999999998 6.3929500000000008 27.209500000000002 4.2681500000000012 -0.77821999999999991 3.0735500000000004 7.5821000000000014 -0.89170999999999989 -6.6821499999999991 -0.65335499999999991 34.672500000000007 0.22165500000000002 2.3751500000000005 -0.83706999999999987 -1.7615499999999999 -0.80942999999999998 32.57200000000001 -17.111999999999998 111.36500000000001 0.66039500000000018
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 -2 8 4 -4 6 -6 -8 12 10 11 -10 27 -12 -15 17 -17 21 -19 26 24 22 23 -11 25 -21 29 -3 -26 -20
right_child=1 2 3 -5 5 -7 7 -9 9 15 13 -13 -14 14 -16 16 -18 18 19 20 -22 -23 -24 -25 28 -27 -28 -29 -30 -31
leaf_value=0.00021990776016561788 -0.00061491343051429514 0.012568881598594352 -0.023114161136058662 0.0028136419709644269 0.00022700628516018762 -0.011429390956570085 0.0038596687458497094 0.022523931382844847 -0.0018645507264990894 -0.027388695461143343 0.0033139645502825252 -0.017876194125629911 -0.011943127572163939 0.019362134261062328 -0.010499379663457892 -0.0085135226386750772 0.016656877439415369 -0.018129255981779002 0.00091596172489295151 0.0098275074478855508 -0.015326831270319722 0.0076267247557012937 0.026223221998256836 0.00028755587588377588 -0.00093389511166451402 -0.01449743697195191 0.016930072173347761 -0.0010429796134589807 0.019403912699518487 0.015229283300323006
leaf_count=131996 62810 70 26 3736 8075 90 410 42 635 28 2498 72 125 105 22 315 26 47 1378 37 75 465 23 420 3645 148 58 8180 31 64
internal_value=0 -0.00619863 0.00622173 0.021397 0.00632172 0.00773564 0.01023 0.111879 -0.00395076 0.0108932 0.0456737 -0.0699031 -0.021838 0.0768024 0.283785 -0.0062501 -0.131887 0.000424203 -0.0122827 -0.00925397 -0.0291364 0.0748601 -0.00182488 -0.0288442 -0.0237479 -0.192649 0.0429175 -0.0185497 -0.0152477 0.0310245
internal_count=225652 93656 30846 12379 8643 8617 8527 452 18467 10092 3332 707 8375 2625 127 6760 341 6419 5483 5436 3936 936 471 448 3861 185 1500 8250 3676 1442
shrinkage=0.05


Tree=48
num_leaves=31
num_cat=0
split_feature=10 22 82 61 56 53 0 85 36 47 51 24 100 88 39 15 71 70 98 2 72 25 75 88 108 108 34 55 86 63
split_gain=5.86624 7.37269 6.97987 6.67986 6.00009 6.52638 6.00084 6.78464 6.0648 6.39709 6.52798 6.52542 5.52143 5.29765 5.58222 6.18178 8.10645 5.28201 5.26616 6.52769 5.11868 5.03039 7.74361 7.05305 4.89066 5.18723 5.36453 5.25368 6.6696 5.16181
threshold=0.85621000000000003 -1.2618499999999997 -1.3348499999999996 1.46235 -1.43895 3.5333500000000004 -2.3924499999999997 1.7459500000000003 -0.70704999999999985 -1.1000499999999998 -1.6570499999999997 -1.74135 7.5821000000000014 -1.1255499999999998 -2.1524499999999995 -1.4074499999999996 -2.0054999999999992 1.3545500000000004 7.7055000000000007 -2.0019499999999995 -1.5551499999999996 0.62416500000000008 0.7639450000000001 3.6266000000000003 4.1057000000000015 -0.97065499999999993 -1.6158499999999998 -1.5040999999999998 -2.2509499999999996 -0.40330999999999995
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 -1 13 6 -6 7 24 17 10 20 -11 18 14 -4 16 -16 -8 -3 -20 -10 23 -23 -7 25 27 -27 -2 -29 -30
right_child=1 12 3 -5 5 21 8 -9 9 11 -12 -13 -14 -15 15 -17 -18 -19 19 -21 -22 22 -24 -25 -26 26 -28 28 29 -31
leaf_value=0.0001291496283977247 -0.011524067580038192 0.00060140623580838375 -0.0048537250094407769 -0.0019619405442583369 0.00015791891984849496 -0.012933970440246254 -0.0037177551470196249 0.023429641868239523 -0.0043261428868704979 -0.0092055403160443763 -0.0072814691825921971 0.0046570538373142721 -0.0020026236798321283 -0.0002302051400896173 0.015930070950068691 -0.0018219166788800982 0.0010094051129594026 -0.014644406101496286 0.011225570932120635 0.0019542183554583188 0.010962241465640211 0.01011588596324705 -0.0070391567493040992 0.014967093497514725 -0.018675859805581899 0.02024177852665272 0.0030826588755641388 0.014096142586447369 -0.0097675021814836224 0.014547606048290619
leaf_count=80046 95 48481 1204 7563 18258 241 2377 37 110 97 440 680 1875 53803 107 3836 610 116 198 4613 109 104 179 25 29 66 147 79 99 28
internal_value=0 0.00698202 -0.0037234 -0.011244 -0.00792662 -7.18699e-05 -0.0406887 0.0542608 -0.0547052 -0.00293842 -0.0754124 0.0585292 0.0132831 -0.00768913 -0.0365208 -0.0205079 0.0647212 -0.0845235 0.0151596 0.0467157 0.0656629 -0.1075 -0.0146966 -0.206234 0.0260283 0.0485707 0.167991 -0.0359363 0.0537811 -0.0881338
internal_count=225652 78483 147169 67123 23316 18807 4509 580 3929 1436 659 777 55167 59560 5757 4553 717 2493 53292 4811 219 549 283 266 543 514 213 301 206 127
shrinkage=0.05


Tree=49
num_leaves=31
num_cat=0
split_feature=67 5 10 77 89 35 19 104 70 104 85 30 29 29 72 22 18 42 29 47 78 70 10 20 29 96 110 55 19 119
split_gain=5.59067 10.3658 6.42309 6.28101 5.54671 8.84154 7.27006 5.53494 5.19864 5.17809 5.16922 6.03048 5.62547 5.26078 5.57665 6.32076 5.66959 5.31499 5.84105 5.16103 5.20063 5.09333 4.95099 4.92135 4.84281 7.82812 7.77943 7.34098 5.16625 6.66386
threshold=-1.2187499999999998 6.3481500000000013 0.85621000000000003 2.0739500000000004 1.1818500000000001 0.048852500000000007 14.778500000000001 1.1765500000000004 7.556750000000001 22.054000000000006 0.18762000000000004 -2.6180499999999998 -15.855499999999997 -1.4402999999999997 -0.31722499999999992 -0.26260499999999992 -1.6378499999999996 -1.5691499999999998 -0.65806999999999982 -0.78357499999999991 2.6086000000000005 -2.7470499999999993 1.8625500000000004 -2.1483499999999993 1.8954500000000001 3.7390000000000003 -0.35376999999999997 -0.16928499999999999 -1.4958499999999997 1.0000000180025095e-35
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 7 -1 -3 8 6 23 24 -4 -7 12 -12 -9 -14 16 -16 -15 18 -18 20 -19 -20 -8 -6 28 26 -26 -27 -2 -30
right_child=1 3 4 -5 5 9 22 10 -10 -11 11 -13 13 14 15 -17 17 19 21 -21 -22 -23 -24 -25 25 27 -28 -29 29 -31
leaf_value=-9.7682579594212865e-05 -0.0018927735564360348 -0.007658952957146338 0.00090898601087321224 0.018386297456648514 -0.0059994451767964238 -0.0025535424010896756 0.015098409623582141 -0.020540056200495559 -0.020268777092308579 0.0094524794096840833 0.022398853504031046 -0.0032899346034116063 0.011026891969189564 0.02612449735752307 -0.0064896628433156623 0.0081117132379274291 -0.028330354560845691 -0.0014652611366187129 -0.017634355982299895 0.010706901025480381 0.025180456304806288 0.015164207129795427 0.0017049835722993019 0.00032934055539655726 0.00049019132734536735 -0.0058888952378183604 -0.0077976070033792845 0.030272030732157874 -0.00064096178593927135 0.0013729216895032306
leaf_count=130607 5435 652 38294 24 312 3768 138 23 29 92 24 475 242 32 252 105 24 217 20 293 20 29 138 19857 465 25 724 32 17980 5324
internal_value=0 -0.0121526 0.00203871 -0.134685 0.0103646 -0.00145267 0.00683469 -0.00954296 0.0178592 -0.0453478 0.0450248 -0.041088 0.0792096 0.0883427 0.0560934 -0.0439028 0.112312 0.0905445 -0.162426 0.125388 0.0156665 0.0355408 0.168034 0.00462878 -0.0127386 -0.0737728 -0.0911275 0.28824 -0.0100924 -0.00361745
internal_count=225652 32417 193235 676 62628 24305 20445 31741 38323 3860 1756 499 1257 1234 992 357 635 603 73 530 237 49 276 20169 29985 1246 1189 57 28739 23304
shrinkage=0.05


Tree=50
num_leaves=31
num_cat=0
split_feature=117 119 16 84 101 1 1 1 103 124 76 105 115 93 44 44 25 20 46 55 76 92 87 7 106 47 102 18 104 93
split_gain=5.60177 6.21224 4.60337 6.63662 5.88432 5.66635 5.26665 4.86448 5.52534 4.82086 11.1891 7.26141 6.6817 6.52321 5.60106 7.48999 5.6851 6.53485 5.59764 5.93973 5.5774 5.82178 5.51508 5.34593 6.38496 7.54517 5.89305 5.76656 7.2046 7.96631
threshold=1.0000000180025095e-35 1.0000000180025095e-35 2.8484500000000001 13.987000000000002 6.2668500000000007 -2.6039499999999998 -1.4048499999999999 1.7200500000000003 -0.15033999999999997 1.0000000180025095e-35 -2.8178499999999995 -3.5703499999999995 1.0000000180025095e-35 -34.504999999999995 -1.4517499999999999 -1.5180499999999999 -0.67481999999999986 -1.3515499999999998 1.5181500000000001 0.37379500000000004 4.945850000000001 9.4312000000000022 2.7930500000000005 -0.18651499999999996 -5.5504999999999987 -1.0144499999999999 -3.0611999999999999 4.5456000000000012 -1.1678499999999998 1.8746500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 9 4 5 -4 -7 8 -6 10 -2 14 18 -11 15 -12 22 -18 -13 -20 -21 -22 -16 26 25 -25 -15 -26 -29 -30
right_child=1 -3 3 -5 7 6 -8 -9 -10 13 11 12 -14 23 16 -17 17 -19 19 20 21 -23 -24 24 27 -27 -28 28 29 -31
leaf_value=0.00020984583443995209 0.0038989719421005653 0.00028533670875670124 0.017419735360373226 0.019816096239457175 -0.0014386555169547737 -0.0069867920068920654 -0.0019676145368346539 0.017937976570200114 0.02365523372590542 0.0070581492882557332 -0.0064061795142205322 -0.0010695867067885439 0.00062350233011918628 -0.0035713873357240879 -0.0075565610058922969 0.027296782642952169 0.013914904784258098 -0.0026169576270110681 -0.0062761852898518371 -0.00037580993263588438 -0.018266437309740605 0.0083107444561190073 0.0012641048214276258 -0.013878343918892956 0.00034780337146087361 -0.0016438816384197277 -0.00051382431136982258 -0.0030268410073972193 0.0040159333423359844 0.019484336626077639
leaf_count=131996 1013 30846 36 35 179 582 5125 59 25 311 34 6389 3904 1715 1268 32 73 330 1262 1147 87 27 206 140 16416 1262 19430 349 1285 89
internal_value=0 -0.00591501 -0.0116225 -0.0378661 -0.0403964 -0.0470946 -0.0495894 0.105871 0.0327315 -0.00882977 -0.023687 -0.030665 -0.0220284 -0.00311401 -0.0876319 0.198693 -0.0976998 0.00755295 -0.0371409 -0.0770225 -0.0284829 -0.239437 -0.126476 -0.00421685 0.00770708 -0.0573117 -0.0152363 0.0127325 0.067768 0.100358
internal_count=225652 93656 62810 6041 6006 5743 5707 263 204 56769 15772 14759 12816 40997 1943 66 1877 403 8912 2523 1261 114 1474 40686 19541 1402 21145 18139 1723 1374
shrinkage=0.05


Tree=51
num_leaves=31
num_cat=0
split_feature=67 5 10 58 98 54 2 2 3 60 13 68 56 102 89 93 47 66 56 60 16 30 23 45 63 92 72 5 86 62
split_gain=4.98136 9.33838 5.76382 5.73739 5.47324 5.08402 6.13533 6.40538 5.18206 4.9134 7.60968 7.87395 5.51588 5.43721 5.19599 6.7447 5.11999 4.8955 5.89342 5.63509 5.4617 5.40116 5.68367 5.84423 5.69188 5.54615 5.47761 6.41143 5.67625 6.42428
threshold=-1.2187499999999998 6.3481500000000013 0.85621000000000003 -0.98942999999999992 1.0927500000000003 -1.3349499999999999 -1.4270499999999997 -1.5411499999999998 -1.8657499999999996 0.5219450000000001 0.062120500000000009 -1.5712499999999998 4.8854000000000015 3.5297500000000004 1.4217500000000001 1.53115 -0.64750499999999989 -0.76562999999999992 44.888000000000012 3.4655500000000004 4.0172500000000015 -1.6278499999999998 3.0734500000000007 19.281500000000005 22.451000000000004 -1.4279499999999998 -0.039536499999999995 -1.0529499999999998 2.0298500000000002 0.80754500000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 4 17 -3 9 6 7 -4 -7 13 16 12 14 -2 -12 -16 -11 -1 20 -20 21 26 23 -23 -24 -25 28 -28 29 -19
right_child=1 3 5 -5 -6 8 -8 -9 -10 10 11 -13 -14 -15 15 -17 -18 18 19 -21 -22 22 24 25 -26 -27 27 -29 -30 -31
leaf_value=6.0502697392147914e-05 -0.00012257236199000841 -0.001413257503027592 -0.0012269145963893328 -0.010653273718224348 0.0021530384696297473 -0.00085298757261440645 0.0003889758770546223 -0.0076720505925636246 0.00090764081594678966 -0.0010887532898474698 0.0045433085396751711 -0.0014989697054679572 -0.013723051575943829 -0.01957180151204941 -0.02052144478372437 0.0006110462467177058 -0.0055623056712046579 -0.0081213904332547871 -0.008555607865223934 0.0045553926959138492 0.0049255043699370374 -0.0011800215089848016 0.0021398674769739575 -0.028410010788502405 -0.009171390285472765 -0.0060503637896545115 -0.0011619604657736912 0.0034375500832740931 0.016785035158682151 0.0021976471276055416
leaf_count=104398 19750 312 4348 364 1899 4624 9773 423 43460 1056 1174 5915 50 36 47 192 1622 395 417 102 440 18957 1935 32 118 208 1167 2160 34 244
internal_value=0 -0.0114713 0.00192441 -0.127773 -0.00899433 0.0098114 -0.00657101 -0.0359669 0.0147666 -0.0123069 -0.0303057 -0.0137325 0.051955 -0.00315919 0.0635054 -0.0708943 -0.0759655 -0.00185752 -0.0140765 -0.119578 -0.0119452 -0.0138699 -0.0202154 -0.0255636 0.0297946 -0.180633 0.0198403 0.0364839 -0.0624378 -0.083622
internal_count=225652 32417 193235 676 31741 62628 14544 4771 48084 29842 10056 7378 1463 19786 1413 239 2678 130607 26209 519 25690 25250 21250 19197 2053 240 4000 3327 673 639
shrinkage=0.05


Tree=52
num_leaves=31
num_cat=0
split_feature=117 119 79 105 57 12 16 34 41 78 48 91 81 77 95 10 22 61 72 70 19 87 103 64 6 6 36 90 98 55
split_gain=5.06392 5.55117 4.51725 5.19943 5.37503 8.96706 9.68354 7.22435 6.8137 7.95248 6.36259 5.89127 5.76673 5.75764 6.27469 9.3617 5.64184 6.44091 5.71532 6.387 5.9585 5.48434 5.52865 5.46826 6.70957 7.94687 5.74423 5.59982 6.51014 5.54233
threshold=1.0000000180025095e-35 1.0000000180025095e-35 46.166500000000006 -4.5697499999999991 -1.2679499999999997 -0.063153999999999988 -2.6261999999999994 -1.2578499999999997 -1.6498499999999996 -4.0341999999999993 1.9591500000000004 -1.7095999999999998 -1.8854999999999997 -0.92452499999999993 0.75227000000000011 1.2345500000000003 -1.4564499999999996 11.392000000000001 2.6344500000000006 -1.4781499999999996 0.92722500000000008 -1.0400499999999997 2.3259500000000002 0.92511500000000013 0.36120000000000002 1.0038500000000001 0.48427500000000007 -0.51229499999999983 3.1010500000000003 0.52695500000000017
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 2 3 -2 10 6 -6 11 9 -9 23 21 -10 -7 16 -16 18 -18 -15 -20 -21 -8 -23 -5 27 26 -26 28 29 -25
right_child=1 -3 -4 4 5 13 7 8 12 -11 -12 -13 -14 14 15 -17 17 -19 19 20 -22 22 -24 24 25 -27 -28 -29 -30 -31
leaf_value=0.00019951763692936604 -0.002111785384851341 0.00026810552632303261 0.0044802035497287056 0.00049420405737896848 0.0025401791684631649 0.0011164364433157463 0.006688996714571219 0.020788158046511504 -0.013114572526694882 -0.007146419644939595 -0.00196361744249578 -0.0017389049613655207 -0.0022903244659944417 -0.0023447313230211117 -0.019013428842962379 0.010993540223155704 -4.882499077884339e-06 -0.0068376005300854019 -0.019279620026548705 0.0073685523849317579 -0.0059621975104385445 -0.0026119192596524956 0.0089956020285922381 0.0053218868852996119 -0.0016030674527465095 0.0028690241338789543 -0.020164013478077121 0.01273375641670093 0.014973533876726161 -0.0049863146975096034
leaf_count=131996 5129 30846 443 8024 1159 6182 445 26 126 1268 2152 3858 5252 5487 101 35 19864 351 30 387 107 552 126 402 99 571 72 254 115 193
internal_value=0 -0.00562389 -0.0110191 -0.0117338 -0.00900063 -0.0139606 -0.0363702 -0.0450404 -0.0665539 -0.131703 0.00993243 -0.0162234 -0.0508785 -0.00513828 -0.0115794 -0.225821 -0.0104684 -0.00247043 -0.0373657 0.0624155 0.0896225 0.0475204 -0.00909539 0.0208151 0.0722283 0.000746634 -0.188364 0.127248 0.0816619 0.0395644
internal_count=225652 93656 62810 62367 57238 45356 12812 11653 6672 1294 11882 4981 5378 32544 26362 136 26226 20215 6011 524 494 1123 678 9730 1706 742 171 964 710 595
shrinkage=0.05


Tree=53
num_leaves=31
num_cat=0
split_feature=10 5 57 32 73 55 42 69 77 5 74 6 6 110 67 60 102 46 64 32 64 22 97 90 54 119 97 31 77 36
split_gain=4.5878 6.03635 6.24377 5.04845 5.94521 7.06742 5.82382 5.65779 5.59549 6.43159 5.52578 7.44154 6.61289 7.29804 6.60349 7.29027 6.33857 6.31622 8.51077 7.57771 6.04041 5.94377 5.72101 6.7173 5.68219 6.46043 7.26492 5.51978 5.48259 6.22344
threshold=-3.1698999999999997 3.4284500000000002 -2.7117499999999999 1.0675500000000002 -1.1729499999999999 2.7135500000000001 -5.5833499999999985 123.05000000000001 0.70229500000000011 -0.86774499999999988 -2.7698999999999994 -0.086063999999999988 -3.0136499999999997 -4.330849999999999 -0.018087999999999996 -1.6834499999999999 -1.4158499999999996 2.2739500000000006 1.6727500000000004 -0.63444499999999981 0.31359500000000007 0.91550500000000012 1.1113500000000001 -0.35996499999999992 0.72716500000000017 1.0000000180025095e-35 -1.3605499999999997 1.3380500000000002 -0.89692999999999989 5.4307500000000006
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 5 7 8 10 9 -6 14 12 -12 22 -2 -16 -15 20 24 -20 -18 28 23 -14 -19 26 -26 -7 29 -17
right_child=3 2 -4 -5 6 27 -8 -9 -10 -11 11 -13 13 16 15 21 17 18 19 -21 -22 -23 -24 -25 25 -27 -28 -29 -30 -31
leaf_value=-0.0003533571016060666 0.00035297618582796854 -0.000282523698507532 -0.005030990554489057 0.00047704204346156188 0.00071144324180604857 -0.0018282585648196428 -0.00024879553877754743 -0.011864124901354784 -0.00024990192849275861 -0.0081312237579655375 0.003674647090859272 0.0024193811874114192 0.0062394096149282346 -0.0034956077678105595 0.020562756629806247 -0.0023899157750364446 0.00021655051255232286 0.0068439766515555724 0.019210529826586085 -0.0018095231729544578 -0.0044510485362384946 -0.012475462464990195 0.015730762251228325 -0.012281226580743067 0.02336449807820221 0.0090677343685325474 -0.0047701126695902461 0.010237741955485767 -0.02393762677233538 0.025719906808808448
leaf_count=25843 23222 1303 1477 58155 288 4149 91316 91 948 719 1238 8006 248 1540 32 1272 3237 328 139 62 882 166 113 61 24 125 522 97 29 20
internal_value=0 -0.0118301 -0.0561072 0.0017186 -0.00155705 0.00780024 -0.0061321 0.0117891 -0.0601367 -0.112045 0.0123384 0.0264975 0.00592566 -0.00556291 0.00288115 -0.0609965 -0.0134159 0.00294139 0.0667852 0.254535 -0.0156584 -0.0711593 0.122076 0.0516646 0.0290098 -0.0237193 -0.0706685 -0.0310522 -0.0487474 -0.0390956
internal_count=225652 28623 2780 197029 138874 45603 93271 41357 1955 1007 41266 16525 8519 7281 24741 1519 6859 5319 1200 201 4119 1487 422 309 999 671 546 4246 1321 1292
shrinkage=0.05


Tree=54
num_leaves=31
num_cat=0
split_feature=118 119 35 113 43 7 69 104 43 64 37 42 41 53 22 50 101 17 58 51 99 9 20 48 32 65 107 58 20 76
split_gain=4.56102 4.97207 4.46299 5.87862 5.34139 5.02457 6.75309 5.46723 5.01373 7.68734 6.76794 5.36124 4.97269 4.89058 5.02193 7.35363 5.007 4.85115 5.05969 4.70896 4.65022 6.63672 5.72791 6.27867 5.12659 6.13305 5.19773 5.85668 5.70622 5.11464
threshold=1.0000000180025095e-35 1.0000000180025095e-35 -2.1373499999999996 1.0000000180025095e-35 -8.8710499999999985 7.2446500000000009 -0.51667499999999988 -1.7100499999999996 0.91112000000000004 -1.6716499999999999 1.2903500000000003 0.29577000000000003 6.664600000000001 -1.2297499999999999 -1.6097499999999998 -0.73295499999999991 -1.5771499999999998 -1.5865499999999997 1.5943500000000002 3.0836000000000001 -0.99521499999999985 1.8550500000000001 -1.2966499999999999 -1.1857499999999999 1.6835500000000001 1.0000000180025095e-35 1.2262500000000001 -1.7118499999999999 -0.96816499999999983 6.5517000000000012
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 -3 4 19 8 7 -7 9 10 -6 -10 20 14 15 -13 -16 -8 -19 -4 24 22 29 -24 -5 -26 27 -27 -29 -22
right_child=-2 2 3 12 5 6 17 -9 11 -11 -12 13 -14 -15 16 -17 -18 18 -20 -21 21 -23 23 -25 25 26 -28 28 -30 -31
leaf_value=-0.0005221694638524126 0.00018935155070387027 -0.00023941848013838665 -0.01281529952552461 0.002623507665799365 0.013186631893673305 -0.023930297463027508 -0.013826260621038575 -0.0059610595098410525 -0.012531615700800995 0.0011194853663778332 -0.0172720538941212 -0.0045435624816283901 0.018468276705421813 -0.0024773352498793401 0.018680778475101936 0.017418342535595665 0.0038359499552029774 0.0032572841256406611 0.028653572062496097 0.0094515124321834926 -0.0066653604129088412 0.0075068998438190346 -0.021232707757347577 0.0019799157802307624 0.0036016659003957601 0.0043105187640544405 -5.1097394696072391e-05 0.01229232052126183 0.034225962524288805 0.01704906509257853
leaf_count=62810 131996 18467 131 1413 207 51 30 249 102 5671 20 285 49 1379 73 44 256 91 25 29 432 291 30 1006 275 49 46 52 69 24
internal_value=0 -0.00533733 0.00505986 0.0197515 0.00542409 0.00883822 -0.0944746 -0.180317 0.0145714 0.0296127 0.210061 -0.026903 0.0528969 -0.0157001 0.0552338 -0.0321282 0.142596 0.0819129 0.174612 -0.175589 0.0486911 0.0119917 -0.0149523 0.0261547 0.0830581 0.171084 0.29719 0.377883 0.495999 -0.108345
internal_count=225652 93656 30846 12379 8643 8483 446 300 8037 5898 227 2139 3736 2037 658 329 329 146 116 160 3687 1783 1492 1036 1904 491 216 170 121 456
shrinkage=0.05


Tree=55
num_leaves=31
num_cat=0
split_feature=67 5 98 29 90 21 94 108 4 1 71 77 106 88 36 0 23 52 124 102 38 13 26 94 65 103 6 27 13 108
split_gain=4.37865 7.27987 5.41201 5.33915 6.46673 5.52769 5.08187 7.61892 6.74304 6.26733 6.18605 8.17535 7.13865 6.48954 6.17199 6.5215 6.46842 5.98484 6.25146 5.64269 5.9729 5.50231 5.76362 6.03953 7.88914 5.894 5.82976 5.64699 7.38718 5.88738
threshold=-1.3224499999999997 6.3481500000000013 2.6366500000000004 1.8954500000000001 -2.2033499999999995 1.0848500000000001 1.7351500000000002 -1.2684499999999999 5.1940500000000007 0.47225500000000004 -2.9129499999999995 6.8367500000000012 9.2380500000000012 -1.5447499999999998 2.2315500000000004 -1.9790499999999998 -0.43579499999999999 14.846500000000001 1.0000000180025095e-35 0.16981000000000004 -2.0591499999999994 7.2904000000000009 1.4163500000000002 2.6154000000000006 3.8846000000000003 1.7639500000000001 -5.528999999999999 0.41734500000000002 -0.72991999999999979 7.9211500000000008
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=6 2 3 -2 -5 -6 -1 8 9 -8 11 12 -9 17 15 -15 -17 21 -19 -18 -21 22 26 -24 -25 -26 -12 28 29 -28
right_child=1 -3 -4 4 5 -7 7 10 -10 -11 13 -13 -14 14 -16 16 19 18 -20 20 -22 -23 23 24 25 -27 27 -29 -30 -31
leaf_value=0.00021875285733805668 -0.00037594172118330087 -0.0055254004901287143 0.0039309916547443967 0.01049323548493278 -0.0056368360032433666 0.0044915263951920414 -0.00035614617871012407 -0.004756505043048277 -0.0034715119440753466 0.0013166436799270478 0.018781713923284163 0.022418489008796991 -0.027653517377163685 -0.0066679134093133342 -0.0081618751671092993 -0.0042275446993000169 -0.00085444623712917971 0.032356980904045617 0.0020237476019779356 -0.0067204892260334052 0.007842950402874721 0.023264768340392039 -0.0063027607720046444 -0.0025825370338045878 0.014216401514893229 -0.0053417752294818745 0.0018190935063596037 0.0046729586110539319 -0.0028142480926254248 0.020453836960553997
leaf_count=154631 31247 712 701 77 1127 153 17073 1242 1321 8332 45 27 35 602 448 993 1425 29 41 85 410 25 681 667 141 53 1155 695 1435 44
internal_value=0 -0.0104554 -0.00831644 -0.0101856 -0.0715922 -0.0885236 0.00185593 -0.00867092 0.000227437 0.00384947 -0.0318094 -0.096168 -0.107681 -0.0224576 -0.0526963 -0.0386074 -0.0190262 0.00145708 0.291807 0.0148623 0.106843 -0.00265637 -0.0050361 -0.0556853 -2.67985e-05 0.177464 0.0181118 0.013279 -0.00787718 0.0500587
internal_count=225652 34017 33305 32604 1357 1280 191635 37004 26726 25405 10278 1304 1277 8974 3963 3515 2913 5011 70 1920 495 4941 4916 1542 861 194 3374 3329 2634 1199
shrinkage=0.05


Tree=56
num_leaves=31
num_cat=0
split_feature=15 11 32 76 1 35 23 97 51 92 36 81 35 2 20 66 108 2 52 58 69 78 54 3 92 15 102 102 71 31
split_gain=4.20148 6.10688 5.94602 5.83453 5.87957 5.71189 6.17283 5.65682 5.57715 5.41338 9.47964 5.2694 5.98039 6.27263 5.25164 5.86669 5.88817 5.08898 5.04426 5.37635 5.85753 5.50983 5.58513 5.71979 5.23094 5.02901 5.47815 5.34817 4.99011 6.28449
threshold=2.5012500000000002 14.118000000000002 1.0675500000000002 -0.40921499999999994 0.7080550000000001 -0.9352149999999998 -0.78540499999999991 0.96372500000000005 31.745000000000001 -3.5404999999999993 -0.65916499999999989 3.5899500000000004 -0.57482999999999984 -0.042869499999999991 7.886400000000001 0.55122500000000019 26.756500000000003 23.846500000000002 11.029500000000001 0.021272500000000003 5.7168500000000009 2.1466500000000006 6.0448500000000012 0.87211500000000008 0.29380500000000004 9.0859500000000022 3.2898500000000004 0.43116500000000008 0.49925500000000006 -0.84332499999999988
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 5 -1 4 9 18 14 11 25 10 -4 -8 -13 -14 15 16 -7 -5 -2 -20 21 24 -23 -24 -21 26 27 -9 -29 -30
right_child=1 -3 3 17 -6 6 7 8 -10 -11 -12 12 13 -15 -16 -17 -18 -19 19 20 -22 22 23 -25 -26 -27 -28 28 29 -31
leaf_value=-6.1132153362781211e-05 -4.5045505962837721e-05 0.006295664104168066 -0.0061901551960125709 0.0010183557417658212 -0.0012620451201567791 -0.0054750110982483939 -0.00030102953884866422 -0.026107566268183294 -0.013351801094264981 0.00048399837024158324 0.026160130497713974 -0.010516056091696754 0.0016932076128671739 0.016560705592881121 0.0050170593474553353 0.00073954465392631064 0.021784072242444382 0.013726660977685058 -0.0072416107471053514 -0.0047287635308302699 -0.0094853624526035681 -0.0094668808667338466 0.024711485879245002 -0.0053038207060169609 0.0043889094077589367 0.00059912686228175615 -0.011307942121480632 -0.0052164829887397226 -0.01234716298332292 0.0042645840438428834
leaf_count=131939 34393 336 39 27817 6784 2092 5364 24 120 11995 54 46 146 138 170 514 20 79 503 359 160 25 65 21 280 896 228 599 67 379
internal_value=0 -0.00841895 0.00221159 0.0119001 -0.00167966 -0.00938733 -0.0295413 -0.0154158 -0.0571193 0.0115433 0.251878 0.00152485 0.124173 0.178351 -0.069993 -0.0810199 -0.104338 0.0210869 -0.00330669 -0.0618645 -0.0160043 0.0210523 0.226702 0.347643 -0.0146708 -0.0456327 -0.0854348 -0.0554207 -0.0447015 0.0353819
internal_count=225652 46945 178707 46768 18872 46609 10803 8007 2313 12088 93 5694 330 284 2796 2626 2112 27896 35806 1413 910 750 111 86 639 2193 1297 1069 1045 446
shrinkage=0.05


Tree=57
num_leaves=31
num_cat=0
split_feature=117 120 70 55 15 53 16 55 8 87 27 81 3 2 16 14 50 99 102 37 42 84 103 68 52 3 27 16 64 43
split_gain=4.11641 4.45202 4.38449 4.76232 4.66539 4.41618 4.82276 6.70881 6.59329 7.98786 6.39562 7.08711 6.85054 6.36721 6.03281 5.90972 5.26158 5.2063 6.23016 5.10319 4.98392 4.87634 7.37592 5.60965 6.32442 5.16608 5.32206 4.78978 4.72924 7.60038
threshold=1.0000000180025095e-35 1.0000000180025095e-35 7.556750000000001 1.1337500000000003 0.27696000000000004 -4.1145499999999986 0.11112000000000001 -2.1963499999999994 -3.5188499999999996 -3.0197499999999997 -2.4424999999999994 -1.7765499999999996 0.31267000000000006 -1.5411499999999998 0.26848500000000003 144.88000000000002 8.9776000000000007 6.5307000000000004 0.10658000000000002 -0.7495949999999999 -14.312499999999998 8.0310500000000022 -2.4106499999999995 3.9011000000000005 -1.3790499999999997 9.4889500000000009 0.68289500000000014 0.18272000000000002 -20.578499999999995 13.447500000000002
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 5 -4 -5 -1 15 8 9 20 11 13 -13 -10 21 -7 -11 -17 -19 -16 -8 23 -23 25 27 -9 -27 -25 -21 -30
right_child=1 -3 3 4 -6 6 7 14 10 16 -12 12 -14 -15 19 17 -18 18 -20 28 -22 22 -24 24 -26 26 -28 -29 29 -31
leaf_value=0.0023934102089602297 0.00023839556347657472 -0.00049510853243882661 -0.001522810668467727 -0.024335865020391517 -0.0050981110247448674 -6.8322789718432034e-05 -0.023573758772092973 0.0034226202780230047 -0.017720598043420719 0.0056825282851289656 -0.0006635880839031789 7.7974551882470451e-05 -0.0095734083552153626 0.0082127920252341776 -0.00019142369281281198 -0.0042420095667161884 -0.0088498759756747408 0.0142410341223628 -0.011486874935993305 0.0076615844939288179 -0.0025629223134908427 -0.0019442154119819954 0.02358113518785443 -0.032825663530301037 -0.00020010128560250297 -0.0011698512008730718 -0.031446371595596982 -0.0064863692076566329 0.00090339862134532439 -0.010414508694011846
leaf_count=2250 30846 62810 348 52 80 65057 37 2892 28 885 8037 263 611 153 15509 1297 67 82 33 257 119 49 67 28 304 47 21 45 33229 149
internal_value=0 -0.00507052 0.00359772 -0.0918022 -0.253532 0.0039459 0.00318139 0.00946553 -0.0140056 0.0588245 -0.022881 -0.0960846 -0.133383 0.0840199 0.0140172 -0.00275559 0.0931953 -0.066759 0.137165 0.0111784 -0.150925 0.0544205 0.255978 0.047414 -0.0674714 0.0620464 -0.210399 -0.331782 0.018098 0.0170575
internal_count=225652 93656 131996 480 132 131516 129266 62797 10200 1108 9092 1055 874 181 52597 66469 952 1412 115 49144 156 3453 116 3337 377 2960 68 73 33635 33378
shrinkage=0.05


Tree=58
num_leaves=31
num_cat=0
split_feature=10 16 77 31 82 42 20 11 110 5 97 11 23 11 16 11 51 44 49 59 39 28 12 63 11 78 21 2 20 59
split_gain=4.09216 4.97371 5.06818 5.13301 4.90569 5.71332 5.64408 5.78906 6.55611 5.11785 5.26878 6.403 7.58539 10.6037 6.70399 5.62542 6.30565 6.57566 5.98002 5.21248 5.17841 5.5441 5.17606 5.1995 6.46603 5.14107 8.0347 6.79292 5.46973 5.47035
threshold=0.82103500000000007 5.1483500000000015 -1.1135499999999998 0.58935500000000018 -1.3348499999999996 1.1323500000000004 2.9051500000000003 6.5470000000000015 -1.4653499999999997 3.4284500000000002 -1.7124499999999998 -1.6446499999999997 2.0662000000000007 0.78988500000000006 3.2395000000000005 4.9695500000000008 0.14915000000000003 -1.42275 2.2387000000000001 0.66290000000000016 0.34195000000000003 1.3719500000000002 -11.421999999999999 30.845000000000002 1.5232500000000002 -2.0700499999999997 -1.1590499999999999 6.2236000000000002 1.9889500000000002 1.1086500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=4 -2 -3 -4 -1 6 9 -8 -9 10 11 -6 14 -14 -13 25 17 -17 19 -18 21 -15 23 24 -11 26 -12 -28 -27 -30
right_child=1 2 3 -5 5 -7 7 8 -10 22 15 12 13 20 -16 16 18 -19 -20 -21 -22 -23 -24 -25 -26 28 27 -29 29 -31
leaf_value=0.00010686721967351898 0.000259260134465051 0.013988523926259057 0.0050913434313941876 -0.013675092974021523 0.002082673139788856 -0.001485106970596865 -0.0024271654918299598 0.019309253318323272 0.0005034278727515855 0.015208352904212944 0.0044695383698795752 -0.0034982035000353721 -0.0024718076975942731 -0.0061032427381724121 -0.021798716639693572 0.02254361899152476 0.00074568956168460151 -0.0037860226489981638 -0.0081270302481618803 0.0097916213980331155 0.013607631312176275 0.019549637302822834 -0.0021317392565521186 -0.0021526814543013626 -0.01466182676764826 -3.0574702084873097e-05 0.00022270175979790296 0.0096732974581736752 0.0040426094923507339 -0.0054846270328811949
leaf_count=79334 79857 130 212 44 957 11578 4104 64 168 132 1832 2668 604 85 51 24 669 1984 143 209 203 28 4339 143 21 29522 4791 198 1389 169
internal_value=0 0.00573256 0.118972 0.0373172 -0.00316348 -0.00952799 -0.00524196 -0.0398557 0.113825 -0.00224988 0.000973081 -0.0311307 -0.0502718 0.0282172 -0.0768293 0.00457799 -0.0368919 -0.0694265 0.027094 0.0579798 0.176643 0.00506446 -0.0339066 0.0940386 0.22217 0.00789221 0.0327532 0.0119554 0.00243607 0.0601833
internal_count=225652 80243 386 256 145409 66075 54497 4336 232 50161 45526 4596 3639 920 2719 40930 3029 2008 1021 878 316 113 4635 296 153 37901 6821 4989 31080 1558
shrinkage=0.05


Tree=59
num_leaves=31
num_cat=0
split_feature=68 102 5 110 16 9 49 48 29 82 15 5 0 79 68 10 81 60 52 110 60 85 2 86 76 92 94 29 87 36
split_gain=3.91132 6.02873 7.53442 5.38119 6.1497 8.27772 6.58673 4.89382 4.75582 4.74337 5.74542 5.35322 5.6083 6.51388 5.5642 5.56214 6.59181 6.33744 5.13061 5.11046 5.94767 5.04561 5.02887 6.16793 5.09255 5.60987 6.30287 5.16538 5.22444 4.90822
threshold=5.9305500000000011 6.0406500000000003 2.4118500000000007 -5.1407999999999996 1.8743000000000003 1.8550500000000001 2.1750500000000001 340.27500000000003 -0.48560499999999995 -1.7561499999999997 2.5012500000000002 4.2303000000000006 -0.97020499999999987 32.086500000000008 -1.2692499999999998 -1.8173499999999996 -0.4960949999999999 -0.46516499999999994 4.5985500000000004 1.8616000000000001 0.46516000000000007 -0.84454499999999988 0.24545500000000003 -1.8102499999999997 9.6209500000000023 2.5748500000000005 -2.4108499999999995 -41.85349999999999 -3.0836499999999996 -0.50601999999999991
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 9 3 -3 -5 6 -6 -2 -9 -1 -11 12 22 29 -13 16 17 18 -16 20 -15 -21 23 24 25 26 -12 -28 -29 -14
right_child=7 2 -4 4 5 -7 -8 8 -10 10 11 14 13 19 15 -17 -18 -19 -20 21 -22 -23 -24 -25 -26 -27 27 28 -30 -31
leaf_value=0.00032321227315404373 -0.00073276386406636825 0.023273317502251555 0.01345044786242291 0.00018957194199315539 0.017135213986527516 0.03891812264919281 -0.0076671236095182619 -0.022118905955777826 -0.003046571048286172 -1.5095135550829742e-05 0.016820906864076956 0.00084726737334926716 0.00085273149212127864 0.01439759129961253 0.0078256800593838934 -8.9071354169634665e-06 -0.01238486119932021 -0.0083920594632709428 -0.008533442815699217 -0.019669061610616295 -0.00042645625379758286 0.0044652717365857427 -0.0048792101042963503 -2.2801830756249007e-05 0.013224997337864237 -0.011416925106387086 0.020450833081915996 0.014042435092135118 -0.0045389023575655076 -0.0011875632728719518
leaf_count=83632 13164 29 163 1044 59 23 49 52 88 107021 39 513 5345 201 152 355 383 311 70 33 102 63 1156 3438 43 231 22 39 1260 6572
internal_value=0 0.0010421 0.0672373 0.039921 0.0294182 0.23365 0.117646 -0.0166332 -0.202612 0.000613204 -0.00322926 -0.018641 -0.0136076 -0.00124093 -0.0709606 -0.106441 -0.147624 -0.0757136 0.053348 0.124444 0.188146 -0.0766181 -0.038063 -0.0244971 -0.0750803 -0.0842582 -0.0597857 -0.0714829 -0.0796207 -0.00544905
internal_count=225652 212348 1367 1204 1175 131 108 13304 140 210981 127349 20328 18544 12316 1784 1271 916 533 222 399 303 96 6228 5072 1634 1591 1360 1321 1299 11917
shrinkage=0.05


Tree=60
num_leaves=31
num_cat=0
split_feature=10 22 39 39 54 94 40 119 103 68 38 68 85 20 50 82 9 5 49 83 78 22 108 46 56 62 18 94 12 34
split_gain=3.74218 7.53939 5.05849 6.53493 5.98881 5.45405 5.29323 7.00657 6.93917 6.53671 7.70222 6.87247 7.01691 6.04058 5.95546 5.87914 6.74646 5.92133 6.09559 5.78743 7.71558 6.02334 5.73633 6.6549 6.49261 8.44307 5.76329 5.90361 5.62962 5.40397
threshold=1.5166500000000001 -1.6366499999999997 -0.87974499999999989 -0.83589499999999994 -2.4331499999999995 4.0288500000000012 -1.6109499999999997 1.0000000180025095e-35 3.0608000000000009 4.6574000000000009 1.1228500000000003 3.8113500000000005 -1.5501499999999997 8.2917000000000005 -0.082474499999999992 -0.90018999999999993 -10.404499999999997 -1.7690499999999998 -2.1765999999999992 -1.3470499999999996 0.66594500000000012 2.4637500000000006 -0.84197999999999984 1.2267500000000002 1.4413000000000002 -0.38870499999999991 3.1202500000000004 1.1057500000000002 -0.28907499999999992 -0.79605999999999988
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=2 -2 6 4 -4 -5 -1 9 13 11 -11 15 -13 -9 -10 17 -17 18 -8 21 -21 -20 23 -18 26 -26 29 -28 -27 -25
right_child=1 -3 3 5 -6 -7 7 8 14 10 -12 12 -14 -15 -16 16 22 -19 19 20 -22 -23 -24 24 25 28 27 -29 -30 -31
leaf_value=1.7271765747981847e-05 -0.00073979839041151264 0.00077289948896789923 0.01412324088648708 0.00012652919023228216 0.0024809300015617352 -0.00136956862629058 -0.022439287989882047 0.00066037944763343976 -0.012551671309945077 -0.0014961834029659042 -0.010752184504687368 -0.015392054372932763 0.0074678370873904462 0.014656706958656941 0.000930262698258747 -0.0086152756517605244 0.0028389103325288244 -0.0029003084410191438 0.0052756819788835375 0.0014170319308862845 -0.0077662903209492363 -0.010199321916434861 -0.0010459193011113533 -6.0412656803130665e-05 -0.024659559569464855 0.00055896381952334198 0.029960372006254538 -0.0011260481654192388 0.013771292084964123 -0.010946555211212294
leaf_count=28573 10856 34144 121 112637 1268 6440 29 6598 185 525 393 37 362 78 147 260 2272 7272 709 643 355 69 10694 171 26 250 21 56 119 342
internal_value=0 0.00815939 -0.00203249 0.0017078 0.0699025 0.000912325 -0.00951889 -0.0184346 0.00946089 -0.0263798 -0.109174 -0.0231711 0.10696 0.0164782 -0.131645 -0.0254007 -0.0127023 -0.0452814 0.00598431 0.0134102 -0.0369916 0.0780644 -0.0097278 0.0270153 -0.0416359 0.0575887 -0.108066 0.147041 0.096397 -0.146357
internal_count=225652 45000 180652 120466 1389 119077 60186 31613 7008 24605 918 23687 399 6676 332 23288 14211 9077 1805 1776 998 778 13951 3257 985 395 590 77 369 513
shrinkage=0.05


Tree=61
num_leaves=31
num_cat=0
split_feature=117 20 92 20 54 71 21 43 57 103 45 80 115 87 1 87 35 57 44 36 110 72 54 97 55 44 57 71 6 30
split_gain=3.7572 4.37592 5.97032 4.96895 5.17364 4.93384 5.10593 4.44914 8.35035 6.10812 4.44112 4.40756 5.38763 4.30728 4.41936 4.25183 6.20227 4.9751 6.36417 4.81022 4.53324 4.11732 5.1818 4.09109 4.84405 4.0305 4.02571 4.0229 4.00866 4.06127
threshold=1.0000000180025095e-35 17.130000000000003 -1.0444499999999997 6.6395500000000007 -3.7212499999999995 4.672600000000001 3.5921000000000007 -6.3311999999999999 -8.3587499999999988 0.58533500000000005 40.430500000000002 0.58109500000000003 1.0000000180025095e-35 3.5310000000000001 -0.33193499999999992 5.7139500000000014 1.9273000000000002 1.5588500000000003 -0.73934499999999981 -2.0226499999999996 -0.71972499999999984 62.831500000000013 3.2704500000000007 38.533500000000011 4.1473500000000012 4.1041000000000016 -1.4727499999999998 -0.86143499999999984 -5.0652499999999989 -2.1041499999999993
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 11 -1 -5 7 -7 10 9 -9 23 12 -3 28 -15 21 17 18 -17 -20 -19 -2 -23 24 -6 -21 -4 -24 -10 -30
right_child=15 2 26 4 5 6 -8 8 13 -11 -12 -13 -14 14 -16 16 -18 20 19 25 -22 22 27 -25 -26 -27 -28 -29 29 -31
leaf_value=0.00011909937985347447 -0.0003326249528895785 -0.02761641248034721 0.013815001384209609 -0.0089947160095313027 -0.003769682935656023 0.0012428797467278359 -0.033663573119265496 0.0080007188282658764 0.022039894332643598 0.032818950200370248 0.015489854949391297 -0.00045377972643311496 -0.001637480225401995 -0.021569541125252448 0.0044665446194163188 0.0018535477721661033 -0.0067732013979677937 0.022055209867176018 -0.024426529332330187 -0.0075492893401476113 0.0053557217502659014 0.0074977452451955307 0.0036402909337387734 0.014431894045446826 -0.024005618372939352 0.014487993596121669 -0.0029121698695199292 -0.025960387772118506 -0.0015712894622377455 0.0024664163032905341
leaf_count=124781 89505 64 40 115 390 22 20 85 25 35 31 45 29 39 28 3089 219 48 35 122 265 302 24 28 32 25 357 22 709 5121
internal_value=0 0.00343716 -0.0868188 0.00380447 0.0303762 0.0340595 -0.307585 0.0362593 0.0436281 0.304787 -0.0563026 -0.265994 -0.390309 0.0383361 -0.213776 -0.00484424 0.0279067 0.0378894 0.0263642 -0.155356 0.158333 -0.00623041 0.102331 -0.0815228 -0.106083 -0.076029 -0.0245363 -0.210331 0.0412211 0.0395076
internal_count=225652 131996 535 131461 6680 6565 42 6523 6042 120 481 138 93 5922 67 93656 3803 3584 3271 182 313 89853 348 450 422 147 397 46 5855 5830
shrinkage=0.05


Tree=62
num_leaves=31
num_cat=0
split_feature=102 28 81 54 83 61 77 83 73 48 110 3 110 100 52 56 84 33 72 21 0 49 81 6 103 73 80 81 55 85
split_gain=3.67282 6.51287 6.94371 5.96793 4.65722 9.32302 6.06206 5.57678 5.32859 5.15181 5.58386 5.47205 4.95744 6.21956 5.25232 4.94672 6.62417 5.8752 5.4688 5.27005 5.03897 4.87129 4.70484 6.57185 6.15255 5.68833 5.36172 5.35735 7.41384 4.89831
threshold=-1.49305 2.0125500000000005 -0.98099499999999995 3.0146500000000005 0.92155500000000001 -1.2373499999999999 -27.450999999999997 0.15295000000000003 -2.5123499999999996 3.3261000000000007 3.4834500000000004 -1.6271499999999997 3.7420500000000003 -1.8212499999999998 -1.29145 0.37949000000000005 -0.89446499999999995 -1.5975499999999998 1.9536500000000003 3.4699000000000004 3.5701500000000004 3.2397000000000005 0.36355500000000002 -3.5166499999999998 4.4887000000000006 -2.0743999999999994 -1.2601499999999997 0.68892000000000009 -0.39980499999999991 -1.3920499999999996
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 3 -3 4 7 6 -6 -1 -7 10 22 -12 13 -11 -15 17 18 20 -17 -19 -9 -18 24 -24 25 29 -26 28 -25 -10
right_child=-2 2 -4 -5 5 8 -8 15 9 12 11 -13 -14 14 -16 16 21 19 -20 -21 -22 -23 23 27 26 -27 -28 -29 -30 -31
leaf_value=-0.00023960303580434318 0.00011473875837133749 0.0017099246269084536 0.018413083944934416 -0.0031275024681904325 -0.016417310227089647 -0.0062298232629282736 0.0023916911977851698 0.0052140962182844232 -0.0105683634418153 0.0044130810999680158 0.0055219493547173327 -0.012616328669952015 0.0079863022914981804 -0.0026139949190740787 -0.018571998604051204 0.0038143502970565259 0.0095122394595259369 0.0001912408213949283 -0.016342356827992358 -0.017736590143925111 0.029879835162798619 0.029841729127528041 0.019181260121641338 -0.0014283452066109956 0.035139028116550654 -0.0023526689128765522 -0.00018214964710006661 -0.0012328362037264499 0.016528219249100487 0.01156652534855241
leaf_count=42440 170492 188 93 1926 44 764 1622 352 31 60 53 193 44 75 165 294 221 1708 38 42 22 34 54 113 21 3677 22 618 117 129
internal_value=0 -0.00709284 0.14476 -0.00787038 -0.00588158 -0.0284421 0.0378987 -0.00198317 -0.0464544 -0.0353411 -0.027241 -0.17417 -0.153735 -0.19971 -0.271702 0.0419893 0.123245 0.0195332 0.0301451 -0.00478054 0.1333 0.244457 -0.0196825 0.0453724 -0.0348061 -0.0390216 0.341355 0.0238327 0.154122 0.145558
internal_count=225652 55160 281 54879 52953 7802 1666 45151 6136 5372 5028 246 344 300 240 2711 587 2124 332 1750 374 255 4782 902 3880 3837 43 848 230 160
shrinkage=0.05


Tree=63
num_leaves=31
num_cat=0
split_feature=11 55 33 85 63 24 8 101 67 5 58 26 9 18 104 110 61 55 31 77 34 2 34 65 65 38 82 110 61 61
split_gain=3.56867 6.50324 4.41586 7.06763 4.48345 5.37627 5.00677 4.42784 4.24807 6.44915 5.59888 4.88473 4.98311 6.97447 7.64178 6.04195 5.94738 6.21404 7.04466 5.38495 6.15993 5.36282 5.66221 5.57312 7.31294 8.2914 6.56712 5.92051 5.29885 5.4171
threshold=15.758500000000002 3.6869000000000001 -1.6118499999999998 1.8039500000000002 2.7485000000000004 59.804500000000012 -4.9823499999999994 1.0061500000000001 -1.2187499999999998 6.3481500000000013 -0.98942999999999992 -0.68151499999999987 1.7106500000000002 -1.4625499999999996 1.5693500000000002 0.061888000000000006 0.65650500000000012 3.2596000000000003 -1.0486499999999996 -1.0473499999999998 -1.8516499999999996 -2.2371499999999993 -1.6679499999999996 -0.55852499999999983 0.88389500000000021 -0.77138499999999988 -1.2001499999999996 -3.2174499999999995 1.1758500000000003 2.0545500000000003
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=8 2 3 -2 5 6 -4 -6 -1 11 -11 -10 13 14 -13 -14 -17 28 -19 21 -21 22 -15 -23 26 27 -25 -26 -18 -30
right_child=1 -3 4 -5 7 -7 -8 -9 9 10 -12 12 15 19 -16 16 17 18 -20 20 -22 23 -24 24 25 -27 -28 -29 29 -31
leaf_value=6.7302429786237117e-05 0.013014373693126019 -0.0093033309175632895 -0.023430228772922418 -0.0075432664864116677 0.022993108815959812 -0.024573514401563443 0.001703711403168876 0.00076298957380155732 0.00055498415654939889 -0.00046455495404980839 -0.0096139818790938626 -0.0053466210600811078 -0.00070396478719006526 0.019744887698272415 0.0098283757838626955 0.0094687707118794959 -0.0053292728587722299 -0.013364805290475488 0.01961666996289483 -0.020319863493171976 -0.0015694846917551622 0.0019450446000564853 -0.0062738853311775826 0.0036342479854657179 -0.007871816660863935 -0.0028164680940613103 -0.004619557979508488 0.017824991938400533 0.0042701703658327324 -0.0036200728276999643
leaf_count=191250 198 125 20 53 48 20 2133 42 8677 310 363 1449 3653 22 88 284 288 20 85 44 9742 3363 422 302 27 154 1193 132 853 292
internal_value=0 0.0365577 0.047627 0.17347 0.0336691 0.0246106 0.0294047 0.252381 -0.000432602 -0.0111421 -0.107991 -0.00904567 -0.0168448 -0.0253221 -0.0895557 0.00938167 0.0564195 0.0318685 0.26669 -0.0189117 -0.0330758 0.00577392 -0.0996933 0.0148297 -0.0299443 0.109049 -0.0590447 0.269228 0.0146624 0.0451597
internal_count=225652 2639 2514 251 2263 2173 2153 90 223013 31763 673 31090 22413 16938 1537 5475 1822 1538 105 15401 9786 5615 444 5171 1808 313 1495 159 1433 1145
shrinkage=0.05


Tree=64
num_leaves=31
num_cat=0
split_feature=68 102 5 108 16 9 49 28 48 29 70 87 15 71 76 28 60 27 7 40 25 20 99 1 20 45 16 62 45 5
split_gain=3.55881 5.37767 6.78137 4.97976 5.10992 7.65376 5.54363 4.64226 4.43427 4.29457 4.28656 4.50567 4.21527 4.53179 5.24857 5.10393 4.26986 7.26416 4.18193 4.10928 5.26665 4.83141 5.55397 5.55523 5.98142 5.3125 5.22269 7.41216 6.44202 6.21554
threshold=5.9305500000000011 6.0406500000000003 2.4118500000000007 15.819500000000003 1.8743000000000003 1.8550500000000001 2.1750500000000001 -1.3584499999999997 340.27500000000003 -0.48560499999999995 2.3787000000000007 -0.52363499999999996 72.748500000000021 -2.6890499999999995 0.82582500000000014 1.0231500000000002 0.50314000000000003 -0.25272499999999992 -0.94384499999999993 -1.0219499999999997 1.75295 2.9051500000000003 11.715000000000002 -1.6169499999999999 8.7117000000000022 -0.70589999999999986 0.70379500000000006 3.0086500000000007 -0.043021999999999998 -1.8344499999999997
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 19 3 4 7 6 -6 -3 12 -10 11 -4 -2 14 -14 -15 -16 -18 -11 20 -1 -21 23 -23 26 -24 27 29 -28 -25
right_child=8 2 10 -5 5 -7 -8 -9 9 18 -12 -13 13 15 16 -17 17 -19 -20 21 -22 22 25 24 -26 -27 28 -29 -30 -31
leaf_value=0.00038941155941153743 -0.00088545618476796586 -0.010011218313665075 -0.00023142428415465273 0.026621150968712756 0.015271157553785894 0.03692663337873376 -0.0073128250408537529 0.0013650605309825582 -0.021037006328921193 -0.02123668842503558 0.022092720466399832 0.026090367371216418 0.0094409546276535711 -0.019071150518856338 -0.011035073827494801 0.007300900480777273 0.024320782162425475 -0.0040710379748726527 0.00357058651252793 -7.4313077249030203e-05 -0.00078597639724372118 0.0020543113440748117 0.0011246541297985511 -0.0099971098578872028 0.0027242772515645615 -0.012989706950393927 -0.0053202521908021624 0.0076395687728746265 -0.0012186075107217566 -0.00071837017242965722
leaf_count=88747 12617 99 72 20 61 23 49 952 52 23 70 21 298 43 70 32 33 71 65 101326 10677 1284 103 190 774 189 1856 254 1977 3604
internal_value=0 0.000994031 0.0635128 0.0375976 0.0292391 0.213913 0.10422 0.00586921 -0.0158659 -0.192897 0.254936 0.114244 -0.0139832 0.0719583 0.108241 -0.156382 -0.0297601 0.0987581 -0.0582627 0.000588955 0.00526377 -0.00357742 -0.0242879 -0.0202943 -0.0294003 -0.16022 -0.0376388 -0.012589 -0.0640938 -0.0236608
internal_count=225652 212348 1367 1204 1184 133 110 1051 13304 140 163 93 13164 547 472 75 174 104 88 210981 99424 111557 10231 9939 8655 292 7881 4048 3833 3794
shrinkage=0.05


Tree=65
num_leaves=31
num_cat=0
split_feature=117 49 62 46 87 20 92 79 20 3 48 4 13 105 102 3 13 107 93 17 76 5 3 48 28 94 25 45 28 97
split_gain=3.35858 4.04385 4.0115 4.97555 4.0454 3.95451 5.40372 4.69517 4.64286 5.61135 5.53637 4.70853 4.41414 5.40939 5.59937 5.34966 5.14035 6.65811 5.0284 7.66604 4.58894 4.29287 6.27446 4.12847 4.0503 6.75054 5.02645 5.65204 4.90439 4.85489
threshold=1.0000000180025095e-35 57.073500000000003 -3.1125499999999993 -1.0406499999999996 -4.0490999999999993 17.130000000000003 -1.0117499999999999 0.30676500000000001 12.411500000000002 -1.8892499999999999 4.0653500000000014 -1.0383499999999997 -2.1336499999999998 -0.33939499999999995 -0.019633499999999995 -1.6076499999999998 1.6294500000000001 1.5943500000000002 -1.2162499999999998 24.088000000000005 0.47251000000000004 0.020676000000000003 3.9973500000000004 2.0049500000000005 0.48814500000000005 0.85980000000000012 1.6895500000000003 1.3092500000000002 2.0108500000000005 4.3550000000000013
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=5 -2 -3 -4 -5 8 7 -7 -1 11 12 -10 -11 18 -15 -16 -17 20 23 -20 -18 -12 -23 -14 26 28 27 -8 -26 -28
right_child=1 2 3 4 -6 6 24 -9 9 10 21 -13 13 14 15 16 17 -19 19 -21 -22 22 -24 -25 25 -27 29 -29 -30 -31
leaf_value=0.00015447248943453078 -0.00020098850727968319 -0.026141269239597021 0.0093951298250912647 -0.021375566731606212 -0.0038471354079243538 -0.01909644929936246 -0.0065986634921349225 -0.00033628061484285778 -9.2523071798495949e-05 -0.011311842492520527 -0.014025571797232732 -0.026819440100315173 0.012116675046919198 0.021883022408753568 0.025968893779360732 0.0054351670146882778 -0.003099716941559142 0.0068358118975594519 0.031814129558188145 -0.0036500798627093901 -0.026224477550325295 0.0099422072309981527 -0.020519010032677962 -0.0088389517890830362 0.017265102072658259 -0.010294438047334552 -0.0025783879602963612 -0.03317883606941905 -0.00823397638014285 0.025181594930057019
leaf_count=130502 92980 20 68 35 553 93 120 52 45 33 62 26 124 41 23 254 41 57 64 20 45 73 22 29 88 50 63 24 24 21
internal_value=0 -0.00458005 -0.081644 -0.0681934 -0.0978099 0.00324972 -0.0825503 -0.247373 0.00359889 0.0729245 0.094554 -0.197597 0.131147 0.148043 0.0849229 0.050489 0.0233241 -0.128328 0.270822 0.467405 -0.303998 -0.0758245 0.0577606 0.162894 -0.02127 0.0996286 -0.107172 -0.220574 0.23602 0.0872322
internal_count=225652 93656 676 656 588 131996 535 145 131461 959 888 71 731 698 461 420 397 143 237 84 86 157 95 153 390 162 228 144 112 84
shrinkage=0.05


Tree=66
num_leaves=31
num_cat=0
split_feature=15 32 6 103 85 0 92 94 79 11 11 94 63 21 45 76 29 2 80 90 23 41 13 46 45 67 100 85 33 2
split_gain=3.35178 5.29937 5.75339 7.3505 5.49493 5.7889 6.73909 5.79766 5.33243 5.27251 5.25166 5.96166 5.31232 5.21636 6.67735 6.43939 5.46702 8.4101 5.00448 5.72301 5.13093 5.40689 4.9657 5.69282 4.8749 6.17709 5.57676 4.81571 6.83159 5.77193
threshold=2.7042500000000005 1.0675500000000002 2.8179500000000002 5.0551500000000011 -0.97747999999999979 -2.3001499999999995 -0.8013849999999999 0.54527000000000003 -1.64055 14.118000000000002 1.0165500000000003 4.0288500000000012 51.868000000000009 0.96313500000000019 -0.5413349999999999 9.6209500000000023 1.5266500000000003 -0.14642999999999998 -0.73313499999999987 0.81822500000000009 4.2639000000000005 0.93160500000000013 -1.31185 -0.79914499999999988 0.42955000000000004 17.715500000000002 0.15648500000000001 7.4917000000000007 5.2574000000000014 0.36397000000000007
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=1 -1 4 10 5 6 7 -3 13 -2 12 18 -4 15 -15 -6 17 -16 19 -12 21 -20 23 -8 -10 27 -27 29 -29 -26
right_child=9 2 3 -5 8 -7 22 -9 24 -11 11 -13 -14 14 16 -17 -18 -19 20 -21 -22 -23 -24 -25 25 26 -28 28 -30 -31
leaf_value=-6.6062152560589763e-05 -0.00043159475635341912 0.023718208794889506 0.0029187762617330706 0.012708525644269662 -0.0032583556616527297 -0.0007160067688719772 0.0053744084626669063 0.0062092063504075061 0.00045580248073873717 0.0059021696766094218 0.016898010552192675 -0.021258187033365378 -0.022924407893151512 0.011730081892001181 0.0037510289298696509 0.018390699949814009 0.0036785582520019928 -0.010640224557777913 -0.0023163232842002214 0.0010682674993637918 0.019781128449856467 -0.01587890651182618 0.0023266252546074728 -0.025347083543218969 0.0034368630274863622 -0.022636804128220927 0.0061152847873297738 -0.0040068796401867999 0.0041833762228680729 0.00078846332187779947
leaf_count=132746 44841 60 3467 161 1845 12599 25 223 17162 331 69 36 20 140 183 35 466 228 505 331 23 86 291 38 5105 48 26 723 393 3446
internal_value=0 0.00192814 0.0109645 0.0441928 0.00733717 -0.00961772 0.0833898 0.198427 0.0148679 -0.00770368 0.0367415 -0.025259 0.055411 -0.0258965 0.0317972 -0.0571063 -0.000577532 -0.0846488 -0.0110612 0.075978 -0.0677643 -0.0857979 -0.0085752 -0.26312 0.0192575 0.037125 -0.250694 0.0393283 -0.0224535 0.0473915
internal_count=225652 180480 47734 4698 43036 13236 637 283 29800 45172 4537 1050 3487 2897 1017 1880 877 411 1014 400 614 591 354 63 26903 9741 74 9667 1116 8551
shrinkage=0.05


Tree=67
num_leaves=31
num_cat=0
split_feature=83 93 85 62 88 47 82 83 81 65 78 3 81 109 102 62 65 26 58 9 9 16 85 12 55 88 2 78 45 45
split_gain=3.30853 6.66167 7.55496 5.88741 6.35413 6.42661 5.38472 4.56014 4.44385 5.42759 7.95341 6.88685 5.87885 5.7658 5.59157 5.61643 5.73739 5.38129 5.30147 5.28637 5.52821 5.26091 5.44552 5.1965 5.08626 5.19489 5.61173 6.88888 7.55857 5.27144
threshold=5.3210500000000005 1.7927500000000001 -1.0137499999999997 2.9811500000000004 -0.77723999999999982 0.47994500000000001 -1.0654499999999996 8.4425000000000008 -0.36289999999999994 -1.1352499999999999 0.53037000000000012 -2.6628499999999993 -0.2837849999999999 -1.6970499999999997 -3.1241999999999996 -2.2967499999999998 -1.07385 1.7772500000000002 1.6288500000000001 1.9694500000000004 2.4362500000000007 1.9987000000000001 0.65410000000000013 -0.74551999999999985 -1.7142499999999996 -0.72411499999999995 0.43468500000000004 -0.52801999999999982 1.3582500000000002 1.1635500000000001
decision_type=2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2 2
left_child=-1 3 7 8 5 -5 -7 -3 18 12 14 -12 -10 23 -11 17 -17 -16 -2 -13 -21 -15 -23 -14 -18 -26 27 28 29 -27
right_child=1 2 -4 4 -6 6 -8 -9 9 10 11 19 13 21 15 16 24 -19 -20 20 -22 22 -24 -25 25 26 -28 -29 -30 -31
leaf_value=3.8412716060270957e-05 -0.0019594841733696681 0.013058821534313984 -0.0091171597964694231 0.015984190268542423 -0.0065604075166449081 -0.020096712615905385 0.0086889662779867649 -0.0028587329360727819 0.019923443157274866 -0.010071202023499745 0.023928972832592474 -0.0063786475566896097 0.0053381119756731902 -0.00064616619794208546 0.013362252243076661 -0.015410048800653645 -0.004069774457379007 -0.013440626012604862 0.0041132754971962638 0.019556729615933587 -0.011990153479079406 0.0010237910919305353 0.026729565561771251 0.021470420792798647 0.015503600310181487 0.0028211984743915933 -0.0021508356693924163 0.013439699426817242 -0.015290847062292001 0.023920833358715754
leaf_count=216920 3321 67 480 69 677 33 32 137 57 94 21 681 174 594 173 49 279 21 403 41 21 45 38 70 83 395 402 188 55 32
internal_value=0 -0.0190849 -0.113829 -0.0110327 -0.0918281 0.107129 -0.118506 0.0473818 -0.00197848 0.0235348 -0.000879558 -0.0861602 0.0868174 0.0675295 0.03591 0.0492132 0.028282 0.209218 -0.0260462 -0.102122 0.17743 0.0200287 0.255854 0.199325 0.0397797 0.0690506 0.0503894 0.106433 0.0431055 0.0880487
internal_count=225652 8732 684 8048 811 134 65 204 7237 3513 2535 764 978 921 1771 1677 1483 194 3724 743 62 677 83 244 1434 1155 1072 670 482 427
shrinkage=0.05



feature importances:
log10_cardinality=56
all_loss_best_percentile75_ratio=56
secondaryLockingMode_random=48
recent_15%_loss_kurtosis=44
secondaryProbabilityMode_correlation=44
all_correlation_skew=43
all_loss_kurtosis=40
top_10%_loss_kurtosis=39
top_30%_loss_kurtosis=33
recent_10_correlation_kurtosis=32
top_20%_loss_kurtosis=32
all_correlation_stddev_median_ratio=31
recent_15%_correlation_best_percentile75_ratio=28
all_loss_stddev_median_ratio=28
all_correlation_best_percentile50_ratio=27
recent_25_correlation_stddev_best_ratio=27
all_correlation_percentile5_percentile25_ratio=27
recent_15%_correlation_stddev_best_ratio=26
top_30%_loss_skew=26
top_30%_correlation_best_percentile25_ratio=26
all_correlation_kurtosis=26
all_loss_skew=25
recent_25_loss_percentile5_percentile25_ratio=25
top_10%_correlation_stddev_best_ratio=24
recent_15%_loss_percentile5_percentile25_ratio=24
all_correlation_stddev_best_ratio=23
top_30%_correlation_stddev_best_ratio=23
top_20%_correlation_best_percentile25_ratio=22
top_10%_correlation_kurtosis=22
top_20%_loss_skew=22
top_20%_correlation_percentile5_percentile25_ratio=21
recent_15%_loss_best_percentile75_ratio=21
secondaryTopLockingPercentile=21
all_correlation_best_percentile75_ratio=21
all_loss_best_percentile50_ratio=21
top_30%_correlation_skew=20
top_10%_correlation_best_percentile50_ratio=20
top_10%_correlation_best_percentile75_ratio=20
recent_15%_loss_stddev_median_ratio=20
recent_10_loss_best_percentile50_ratio=18
top_20%_correlation_stddev_best_ratio=18
top_20%_correlation_kurtosis=18
top_10%_correlation_best_percentile25_ratio=18
recent_15%_loss_best_percentile50_ratio=18
recent_10_loss_best_percentile75_ratio=18
recent_10_loss_percentile5_percentile25_ratio=18
recent_15%_loss_stddev_best_ratio=17
recent_25_loss_stddev_best_ratio=17
recent_15%_correlation_best_percentile50_ratio=17
recent_15%_loss_skew=16
recent_10_correlation_skew=16
top_20%_correlation_best_percentile50_ratio=16
recent_25_loss_best_percentile25_ratio=16
recent_25_loss_best_percentile50_ratio=16
all_loss_stddev_best_ratio=16
recent_25_loss_skew=16
top_10%_loss_percentile5_percentile25_ratio=15
top_10%_loss_skew=15
recent_10_correlation_stddev_best_ratio=15
top_10%_correlation_stddev_median_ratio=15
top_10%_correlation_percentile5_percentile25_ratio=15
top_20%_correlation_best_percentile75_ratio=15
recent_25_loss_kurtosis=15
recent_10_loss_kurtosis=15
recent_25_correlation_stddev_median_ratio=14
top_30%_correlation_best_percentile75_ratio=14
all_correlation_best_percentile25_ratio=14
recent_15%_correlation_kurtosis=14
top_30%_correlation_percentile5_percentile25_ratio=13
recent_25_correlation_best_percentile25_ratio=13
top_10%_loss_best_percentile75_ratio=13
recent_10_loss_stddev_median_ratio=13
top_20%_loss_percentile5_percentile25_ratio=13
recent_25_loss_stddev_median_ratio=13
recent_15%_correlation_best_percentile25_ratio=12
recent_10_loss_best_percentile25_ratio=12
all_loss_percentile5_percentile25_ratio=12
recent_10_correlation_best_percentile50_ratio=11
top_30%_loss_stddev_best_ratio=11
top_10%_correlation_skew=11
recent_25_correlation_kurtosis=11
recent_10_correlation_best_percentile75_ratio=11
recent_25_correlation_skew=11
top_20%_loss_best_percentile50_ratio=11
recent_15%_loss_best_percentile25_ratio=11
top_30%_correlation_kurtosis=11
top_30%_loss_percentile5_percentile25_ratio=10
recent_10_loss_skew=10
top_10%_loss_stddev_median_ratio=10
recent_10_correlation_stddev_median_ratio=10
top_30%_loss_best_percentile75_ratio=9
recent_25_correlation_best_percentile75_ratio=9
recent_15%_correlation_percentile5_percentile25_ratio=8
top_30%_correlation_stddev_median_ratio=8
recent_25_loss_best_percentile75_ratio=8
top_20%_loss_stddev_median_ratio=8
top_20%_correlation_stddev_median_ratio=8
top_20%_correlation_skew=8
recent_25_correlation_best_percentile50_ratio=8
top_30%_correlation_best_percentile50_ratio=7
top_10%_loss_best_percentile25_ratio=7
secondaryProbabilityMode_fixed=7
recent_10_loss_stddev_best_ratio=7
recent_10_correlation_percentile5_percentile25_ratio=7
top_10%_loss_stddev_best_ratio=7
recent_15%_correlation_stddev_median_ratio=6
recent_25_correlation_percentile5_percentile25_ratio=6
secondaryLockingMode_top=6
all_loss_best_percentile25_ratio=6
top_30%_loss_best_percentile25_ratio=6
recent_15%_correlation_skew=6
top_20%_loss_best_percentile25_ratio=6
recent_10_correlation_best_percentile25_ratio=6
top_20%_loss_stddev_best_ratio=4
top_10%_loss_best_percentile50_ratio=4
resultFilteringMode_none=4
resultFilteringMode_age=3
resultFilteringMode_loss_rank=3
top_20%_loss_best_percentile75_ratio=3
top_30%_loss_best_percentile50_ratio=2
resultFilteringAgeMultiplier=1

pandas_categorical:null
